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  • The brief
  • Start here
  • Idea portfolio
  • Effort vs impact
  • This week · 6
  • This quarter · 10
  • Big bets · 3
  • Wildcards · 3
  • How we can help
Generated Oct 22, 2026
  1. Programmable
  2. Playbooks
  3. Reformation
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growth playbook · Oct 22, 2026

thereformation.com (opens in a new tab)

Reformation growth playbook

Diagnosis

Reformation is growing fast (Q2 revenue up 24.1%, active customers up 22.9%, 15 to 16 new stores this year) and its hiring shows where growth marketing is heading: an AI Operations Analyst to automate ads and reporting, a Site Merchandising Associate for homepage, search and localized content, a studio producer, an accessories merchant and a planning leader for its test-and-iterate model.

The site itself is the first gap: the homepage fails Google's responsiveness test for real phone visitors because payment code and ad pixels load before anyone shops.

The biggest prize is omnichannel: customers who shop online and in stores spend 3.1 times more, and returns, new stores and bridal parties are natural ways to get online customers through the door.

Growth Score

8/10

Biggest Opportunity

Move online-only customers into the growing store fleet (returns, openings, fittings), where they spend 3.1 times more, while new customers get a second-order plan.

Biggest Risk

Fast new-customer growth is lowering spend per customer, and rivals from Aritzia to STAUD and Sezane compete for the same shopper; if second orders and fit do not improve, acquisition costs rise faster than revenue.

01

Start here

The three moves to make first. Each one is written up in full below.

  1. 1

    Make the homepage respond on phones: the checkout's payment code and ad pixels load before anyone shops

    Open SpeedCurve and list every script on the homepage with its owner.

    High impact First result in 1 month
  2. 2

    Turn the weekly null-search report into fixes that ship the same week

    Pull last month's 200 top null searches.

    High impact First result in 2 weeks
  3. 3

    Clean up the job posts before the next store openings: placeholders, a template and a 2025 goal

    Edit the Paris new-store post.

    Medium impact First result in 1 week

02

Your idea portfolio

22 ideas, grouped by when to run them. Open any idea for how to run it: the steps, who to approach, copy you can use, and how to measure it.

  • 8 ideas are marked Unexpected: plays you are unlikely to have tried.

Every idea placed by the effort it takes against the impact it could have. Quick wins sit top left; select a number to open that idea. The filters below narrow the list by status, timing, category and what Programmable can build.

Effort vs impactEach number is an idea. Select one to open it.
Impact →
Quick wins · 2Big bets · 9Fill-ins · 7Reconsider · 4
Effort →

Showing 22 of 22 ideas

This week 6

Quick wins with a clear first action.

  • 01

    Reformation's site drew more than 120 million visits in 2025, and the new Site Merchandising Associate will report on homepage performance. Real phone visitors see the homepage quickly (2.0 s) and stable, but taps take 228 ms, so it fails Google's Core Web Vitals on responsiveness. The cause is visible in the test: 4.5 MB of JavaScript, a 922 KB payment library with 16 requests loading on a page with no checkout, and the Facebook pixel alone blocking the main thread for 1.7 s, with Optimizely and TikTok adding more.

    High impactMedium effort First result in 1 month Ecommerce Site Merchandising…

    First action

    Open SpeedCurve and list every script on the homepage with its owner.

    How to measure it

    Homepage INP

    Now
    –
    Target
    Under 200 ms
    By
    60 days

    Steps

    1. 1

      List scripts

      Every homepage tag, its owner and whether the page needs it.

      Ecommerce Site Merchandising Associate 2 days

    2. 2

      Move payments

      Payment library on cart and checkout only.

      Digital Product Manager 1 week

    3. 3

      Delay pixels

      Ad tags after first interaction.

      AI Operations Analyst, Growth 1 week

    4. 4

      Server-side events

      Meta and TikTok conversion APIs.

      AI Operations Analyst, Growth 3 weeks

    5. 5

      Scope tests

      Optimizely only where a test runs.

      Digital Product Manager 2 days

    6. 6

      Set a budget

      200 ms INP alert in SpeedCurve.

      Ecommerce Site Merchandising Associate 1 day

    7. 7

      Compare

      Homepage-to-product click rate before and after.

      Growth Marketing Lead 4 weeks

    First result
    1 month
    Cost
    Engineering time
    Owner
    Ecommerce Site Merchandising Associate

    Smallest test

    Delay the Facebook pixel on the homepage for one week and compare tap times in SpeedCurve.

    Why it works

    Load the payment library only on cart and checkout. Move the Meta, TikTok, Pinterest and Bing tags after the first interaction, or server-side through their conversion APIs (a pipeline the new AI Operations Analyst is hired to build). Limit Optimizely to pages with a live test. Set a 200 ms tap budget in SpeedCurve, which already runs on the site, and check it after every homepage change.

    Faster taps on the busiest page mean more shoppers reach product pages, and it costs nothing in media. Search ranking also uses Core Web Vitals.

    Ready to use

    ChecklistHomepage script diet

    [ ] Payment library off the homepage
    [ ] Ad pixels after first tap or server-side
    [ ] Optimizely only on pages with a live test
    [ ] FullStory sampling checked
    [ ] 200 ms INP budget alert in SpeedCurve
    [ ] Re-test in PageSpeed and record the date

    Risks and how to handle them

    • Ad attribution drops

      Run server-side events in parallel before removing browser tags.

    • Express pay buttons need the library

      Load it on product pages only when the button is shown.

    Evidence

    • PageSpeed testGoogle PageSpeed for the thereformation.com homepage (October 21, 2026). Real Chrome visitors on the homepage (75th percentile): main content in 2.0 s and layout shift 0.03, both good, but taps respond in 228 ms against the 200 ms target, so the homepage fails Core Web Vitals on Interaction to Next Paint; site-wide, taps respond in 154 ms. The mobile lab test scores 5 out of 100: 7.1 MB and 151 requests, 4.5 MB of JavaScript (about 1.1 MB unused), 4.9 s of Total Blocking Time and 23 third parties. The payment library (Stripe, 922 KB, 16 requests, 702 ms of blocking) loads on the homepage; the Facebook pixel blocks for 1.7 s, Optimizely 572 ms and TikTok 222 ms; render-blocking requests cost about 4.5 s.Source
    • HiringEcommerce Site Merchandising Associate (Culver City, posted October 12, 2026): executes homepage updates and will "Report on homepage performance and suggest improvements"; "Create localized content for international regions and segmented content for various customer groups"; "Report on on-site search performance weekly" and "Optimize results and sorting for top searched terms and null search results"; optimizes "H1, meta, page titles"; owns top and sub navigation, size guides, store pages and sustainability pages, and works with "the Digital Product and Tech teams to develop and test new features".Source
    • News coverageReformation's IPO filing (July 2026): 2025 net revenue of $507.10 million, $454.06 million of it direct to consumer (ecommerce and its own stores); ecommerce drew "more than 120 million visits" in 2025; customers who shopped both online and in stores "purchased an average of 4.8 times per year and generated 3.1 times higher annual net spend".Source
    • PageSpeed testTools seen on the homepage: Salesforce Commerce Cloud, Global-e for international checkout, Optimizely, FullStory, SpeedCurve real-user monitoring, Rakuten affiliate tracking, OneTrust consent, Meta, TikTok, Pinterest, Bing and Google ad tags; help runs on Kustomer.Source
    • HiringAI Operations Analyst, Growth (Culver City, posted September 25, 2026): "the technical engine and operational backbone of our Growth Marketing team"; builds "low-code integration pipelines connecting ad channels, customer segmentation and targeting, and data warehouses", deploys "LLM-powered agents" for "automated ad optimization, complex global performance analyses, media management, and anomaly alerting", and pipes "multi-channel marketing data across Meta, Google, and internal databases into automated dashboards".Source
  • 02

    The new Site Merchandising Associate will report on-site search weekly and optimize "null search results". The help center shows what shoppers ask about most: fit, petites, wedding dresses and returns. Searches like these that return nothing are lost sales with the shopper's exact words attached.

    High impactLow effort First result in 2 weeks Ecommerce Site Merchandising…

    First action

    Pull last month's 200 top null searches.

    How to measure it

    Null-search rate

    Now
    –
    Target
    -50%
    By
    60 days

    Steps

    1. 1

      Export

      Top null and low-result searches.

      Ecommerce Site Merchandising Associate weekly

    2. 2

      Group

      Synonym, misspelling, not stocked, occasion.

      AI Operations Analyst, Growth weekly

    3. 3

      Fix synonyms

      Search dictionary updates.

      Ecommerce Site Merchandising Associate weekly

    4. 4

      Redirects

      Occasion terms to curated pages.

      Ecommerce Site Merchandising Associate weekly

    5. 5

      Share demand

      Not-stocked list to merchandising.

      Ecommerce Site Merchandising Associate weekly

    6. 6

      Measure

      Search conversion rate.

      Growth Marketing Lead monthly

    First result
    2 weeks
    Cost
    Staff time only
    Owner
    Ecommerce Site Merchandising Associate

    Smallest test

    Fix the ten biggest null searches this week.

    Why it works

    Each Monday, export the top 200 searches with no or few results, group them (synonyms, misspellings, styles not stocked, fabrics, occasions), and fix them: synonyms and redirects for the first two, a "notify me" or nearest-match page for the third. Send the "not stocked" list to merchandising.

    Searchers convert far above browsers, so every rescued search is high-intent revenue.

    Risks and how to handle them

    • Over-broad synonyms

      Check results for each new rule.

    Evidence

    • HiringEcommerce Site Merchandising Associate (Culver City, posted October 12, 2026): executes homepage updates and will "Report on homepage performance and suggest improvements"; "Create localized content for international regions and segmented content for various customer groups"; "Report on on-site search performance weekly" and "Optimize results and sorting for top searched terms and null search results"; optimizes "H1, meta, page titles"; owns top and sub navigation, size guides, store pages and sustainability pages, and works with "the Digital Product and Tech teams to develop and test new features".Source
    • Help centerFit: "Is Reformation true to size? We get this one a lot"; in France "customers say Ref sizes tend to run a little larger"; shoppers are asked to send their "bust, waist, and high hip/low hip measurements" to Customer Love for help; Petites are for 5'3" and under. Custom dresses for weddings and bridal parties are not offered: "we don't have the production capacity".Source
    • Your websiteThe Bridal Salon page (thereformation.com/pages/the-bridal-salon) has sections for brides and for guests, promotes bridal party dresses meant to be worn again, and gives a wedding help desk email for questions.Source
    • HiringAI Operations Analyst, Growth (Culver City, posted September 25, 2026): "the technical engine and operational backbone of our Growth Marketing team"; builds "low-code integration pipelines connecting ad channels, customer segmentation and targeting, and data warehouses", deploys "LLM-powered agents" for "automated ad optimization, complex global performance analyses, media management, and anomaly alerting", and pipes "multi-channel marketing data across Meta, Google, and internal databases into automated dashboards".Source
  • 03

    Reformation is hiring whole teams for new stores in Paris, Calgary, Dallas-Fort Worth, Cleveland and Kansas City, so candidates and press read these posts. The Paris opening post still says "Join our INSERT STORE NAME team!" and "Location : ADD LOCATION", one post is titled "Template", and every post still promises "Climate Positive by 2025" and "50+ stores" when the company has 70.

    Medium impactLow effort First result in 1 week Talent Acquisition Coordinator

    First action

    Edit the Paris new-store post.

    How to measure it

    Placeholder posts

    Now
    –
    Target
    0
    By
    1 week

    Steps

    1. 1

      Fix Paris

      Store name and location.

      Talent Acquisition Coordinator 1 hour

    2. 2

      Retire template

      Unpublish the template post.

      Talent Acquisition Coordinator 1 hour

    3. 3

      Agree the intro

      With sustainability and PR.

      Manager of Public Relations 2 days

    4. 4

      Update all posts

      New shared intro.

      Talent Acquisition Coordinator 1 day

    5. 5

      Add a check

      Search for placeholders before publishing.

      Talent Acquisition Coordinator 1 hour

    6. 6

      Review quarterly

      Store count and goals.

      Talent Acquisition Coordinator quarterly

    First result
    1 week
    Cost
    $0
    Owner
    Talent Acquisition Coordinator

    Smallest test

    Fix the Paris post today.

    Why it works

    Fix the Paris placeholders and retire the template post today. Update the shared intro to current facts (70 stores, the 2030 circularity goal, an honest line on the 2025 climate goal agreed with the sustainability team). Add a check before any post goes live.

    Employer brand is part of the brand, and an out-of-date sustainability claim is the kind of detail critics quote.

    Risks and how to handle them

    • Climate wording

      Let the sustainability team write the line.

    Evidence

    • HiringCareers copy on the board: every post opens with goals of "being Climate Positive by 2025, Circular by 2030" and "50+ stores (and counting)". The Paris new-store post still reads "Join our INSERT STORE NAME team!" and "Location : ADD LOCATION", and one live post is titled "Sales Supervisor, Full Time- Template".Source
    • HiringStore growth on the same board (169 open posts on October 21, 2026): new-store managers for the Calgary, Dallas-Fort Worth and Cleveland metro regions (posted October 1), a new store at Country Club Plaza, Kansas City, a new store on Rue Saint-Honore in Paris, and seasonal remote "Customer Love" associates who "wear many hats (stylist, friend, personal assistant)" across "email, text, and chat", using Kustomer.Source
    • News coverageSecond quarter 2026 (first results as a public company, NYSE: REF): net revenue $155.2 million, up 24.1%; direct to consumer up 21.2%; active customers up 22.9% while DTC revenue per customer fell 1.4%, mainly because new customers "typically start with lower spending"; international revenue up 36.8%; wholesale up 48.7%; 70 stores, with about 15 to 16 new stores planned for 2026.Source
  • 04

    Online returns cost $8 in the US (GBP 6 in the UK, CAD 10 in Canada), but in-store returns are free. Customers who shop both online and in stores buy 4.8 times a year and spend 3.1 times more. A return is the easiest reason to get an online-only customer into a store for the first time.

    High impactLow effort First result in 1 month CRM Manager

    First action

    Count last quarter's online returns within 20 miles of a store.

    How to measure it

    First store visits from returns

    Now
    –
    Target
    +20%
    By
    90 days

    Steps

    1. 1

      Size it

      Returns near stores.

      CRM Manager 2 days

    2. 2

      Change the portal

      Nearest store and saving first.

      Digital Product Manager 1 week

    3. 3

      Email

      Return confirmation with store option.

      CRM Manager 1 week

    4. 4

      Brief stores

      Exchange and styling at the counter.

      Store Manager 1 week

    5. 5

      Track

      Store purchases after returns.

      Growth Marketing Lead monthly

    6. 6

      Expand

      To new stores as they open.

      CRM Manager ongoing

    First result
    1 month
    Cost
    Staff time only
    Owner
    CRM Manager

    Smallest test

    Add the nearest-store line to return emails for one region.

    Why it works

    When an online customer within driving distance of a store starts a return, show the nearest store and the saving first, with an in-store try-on of the replacement size. Brief store teams to offer an exchange and a styling suggestion at the counter.

    It turns a cost into a store visit, and the first store visit is what moves customers into the highest-value group.

    Risks and how to handle them

    • Store workload

      Schedule extra counter cover on peak days.

    Evidence

    • Help centerReturns: 30 days; "A return shipping fee applies to all returned orders" ($8 in the US, GBP 6 in the UK, CAD 10 in Canada); no fee for "in-store returns, Instant RefCredit refunds, exchanges, or Friends with Benefits loyalty program members who keep at least one item". Online exchanges and Instant Ref Credit are "US ONLY", and a return needs a Ref account.Source
    • News coverageReformation's IPO filing (July 2026): 2025 net revenue of $507.10 million, $454.06 million of it direct to consumer (ecommerce and its own stores); ecommerce drew "more than 120 million visits" in 2025; customers who shopped both online and in stores "purchased an average of 4.8 times per year and generated 3.1 times higher annual net spend".Source
    • News coverageSecond quarter 2026 (first results as a public company, NYSE: REF): net revenue $155.2 million, up 24.1%; direct to consumer up 21.2%; active customers up 22.9% while DTC revenue per customer fell 1.4%, mainly because new customers "typically start with lower spending"; international revenue up 36.8%; wholesale up 48.7%; 70 stores, with about 15 to 16 new stores planned for 2026.Source
  • 05

    The help center says of sizing "We get this one a lot", tells French shoppers that Ref runs larger, and asks shoppers to email their measurements for help. Every one of those emails is a shopper hesitating before buying, and a likely return.

    Medium impactLow effort First result in 1 month Customer Love Lead

    First action

    Add a "fit" tag in Kustomer.

    How to measure it

    Sizing contacts

    Now
    –
    Target
    -30%
    By
    90 days

    Steps

    1. 1

      Tag contacts

      By style.

      Customer Love Lead 4 weeks

    2. 2

      Add return reasons

      Too big or too small by style.

      AI Operations Analyst, Growth 1 week

    3. 3

      Write notes

      Top 50 styles.

      Ecommerce Site Merchandising Associate 2 weeks

    4. 4

      Publish

      On product pages.

      Ecommerce Site Merchandising Associate 1 week

    5. 5

      Localize

      France size note.

      Ecommerce Site Merchandising Associate 1 week

    6. 6

      Measure

      Contacts and returns by style.

      Growth Marketing Lead monthly

    First result
    1 month
    Cost
    Staff time only
    Owner
    Customer Love Lead

    Smallest test

    Add fit notes to ten best sellers.

    Why it works

    Tag sizing contacts in Kustomer by style for four weeks. For the top 50 styles, add a short fit note on the product page (runs large, size down in the bust, best for petites) from those answers and return reasons. Seasonal Customer Love staff can then focus on styling.

    Fit doubt is the biggest reason for returns and abandoned carts in apparel, and the answers already exist in the inbox.

    Risks and how to handle them

    • Notes go stale on recut styles

      Review when a style is recut.

    Evidence

    • Help centerFit: "Is Reformation true to size? We get this one a lot"; in France "customers say Ref sizes tend to run a little larger"; shoppers are asked to send their "bust, waist, and high hip/low hip measurements" to Customer Love for help; Petites are for 5'3" and under. Custom dresses for weddings and bridal parties are not offered: "we don't have the production capacity".Source
    • HiringStore growth on the same board (169 open posts on October 21, 2026): new-store managers for the Calgary, Dallas-Fort Worth and Cleveland metro regions (posted October 1), a new store at Country Club Plaza, Kansas City, a new store on Rue Saint-Honore in Paris, and seasonal remote "Customer Love" associates who "wear many hats (stylist, friend, personal assistant)" across "email, text, and chat", using Kustomer.Source
    • Help centerReturns: 30 days; "A return shipping fee applies to all returned orders" ($8 in the US, GBP 6 in the UK, CAD 10 in Canada); no fee for "in-store returns, Instant RefCredit refunds, exchanges, or Friends with Benefits loyalty program members who keep at least one item". Online exchanges and Instant Ref Credit are "US ONLY", and a return needs a Ref account.Source
    • HiringEcommerce Site Merchandising Associate (Culver City, posted October 12, 2026): executes homepage updates and will "Report on homepage performance and suggest improvements"; "Create localized content for international regions and segmented content for various customer groups"; "Report on on-site search performance weekly" and "Optimize results and sorting for top searched terms and null search results"; optimizes "H1, meta, page titles"; owns top and sub navigation, size guides, store pages and sustainability pages, and works with "the Digital Product and Tech teams to develop and test new features".Source
  • 06

    Reformation plans 15 to 16 new stores this year, and the Site Merchandising Associate owns store pages. Openings in Calgary, Dallas-Fort Worth, Cleveland, Kansas City and Paris are already hiring, so the addresses are known.

    Medium impactLow effort First result in 1 month Ecommerce Site Merchandising…

    First action

    List the next five openings with addresses.

    How to measure it

    Sign-ups per opening

    Now
    –
    Target
    1,000
    By
    90 days

    Steps

    1. 1

      List openings

      Addresses and dates.

      Store Manager 1 day

    2. 2

      Template

      Coming-soon store page.

      Ecommerce Site Merchandising Associate 2 days

    3. 3

      Publish

      One page per opening.

      Ecommerce Site Merchandising Associate 1 week

    4. 4

      Google profiles

      Claimed early.

      Ecommerce Site Merchandising Associate 1 week

    5. 5

      Email the list

      Before opening day.

      CRM Manager per opening

    6. 6

      Measure

      First-month sales vs list size.

      Growth Marketing Lead per opening

    First result
    1 month
    Cost
    $0
    Owner
    Ecommerce Site Merchandising Associate

    Smallest test

    Publish the Kansas City coming-soon page.

    Why it works

    Publish a "coming soon" page for each opening with the opening date, a waitlist for opening-day events and the local delivery and returns promise. Claim the Google Business Profile early, then switch both to the live store on day one.

    Search builds before the doors open, and an opening list is a ready audience for the first weekend.

    Risks and how to handle them

    • Dates slip

      Show a month until the date is firm.

    Evidence

    • HiringStore growth on the same board (169 open posts on October 21, 2026): new-store managers for the Calgary, Dallas-Fort Worth and Cleveland metro regions (posted October 1), a new store at Country Club Plaza, Kansas City, a new store on Rue Saint-Honore in Paris, and seasonal remote "Customer Love" associates who "wear many hats (stylist, friend, personal assistant)" across "email, text, and chat", using Kustomer.Source
    • News coverageSecond quarter 2026 (first results as a public company, NYSE: REF): net revenue $155.2 million, up 24.1%; direct to consumer up 21.2%; active customers up 22.9% while DTC revenue per customer fell 1.4%, mainly because new customers "typically start with lower spending"; international revenue up 36.8%; wholesale up 48.7%; 70 stores, with about 15 to 16 new stores planned for 2026.Source
    • HiringEcommerce Site Merchandising Associate (Culver City, posted October 12, 2026): executes homepage updates and will "Report on homepage performance and suggest improvements"; "Create localized content for international regions and segmented content for various customer groups"; "Report on on-site search performance weekly" and "Optimize results and sorting for top searched terms and null search results"; optimizes "H1, meta, page titles"; owns top and sub navigation, size guides, store pages and sustainability pages, and works with "the Digital Product and Tech teams to develop and test new features".Source

This quarter 10

The core plays for the next three months.

  • 07

    Active customers grew 22.9% last quarter while DTC revenue per customer fell 1.4%, because new customers start with lower spending. The return on all that acquisition depends on the second order.

    High impactMedium effort First result in 1 quarter CRM Manager

    First action

    Measure today's 90-day second-order rate.

    How to measure it

    Second order within 90 days

    Now
    –
    Target
    +15%
    By
    2 quarters

    Steps

    1. 1

      Baseline

      Second-order rate by first category.

      AI Operations Analyst, Growth 1 week

    2. 2

      Design

      Four touches over 90 days.

      CRM Manager 2 weeks

    3. 3

      Pairing logic

      Styles that go with the first purchase.

      AI Operations Analyst, Growth 2 weeks

    4. 4

      Store invite

      For customers near stores.

      CRM Manager 1 week

    5. 5

      Test

      Against current flow.

      CRM Manager 6 weeks

    6. 6

      Roll out

      All markets.

      CRM Manager 1 month

    First result
    1 quarter
    Cost
    Staff time only
    Owner
    CRM Manager

    Smallest test

    Send a fit-check email to one week of first-time buyers.

    Why it works

    Build a 90-day journey for first-time buyers: a fit check after delivery, styles that pair with the first purchase, an invitation to the nearest store, and Friends with Benefits sign-up with its free-return perk. Test against the current flow.

    The second purchase is where a new customer becomes a repeat one, and it lifts revenue per customer without discounts.

    Risks and how to handle them

    • Email fatigue

      Replace, do not add to, existing sends.

    Evidence

    • News coverageSecond quarter 2026 (first results as a public company, NYSE: REF): net revenue $155.2 million, up 24.1%; direct to consumer up 21.2%; active customers up 22.9% while DTC revenue per customer fell 1.4%, mainly because new customers "typically start with lower spending"; international revenue up 36.8%; wholesale up 48.7%; 70 stores, with about 15 to 16 new stores planned for 2026.Source
    • Help centerReturns: 30 days; "A return shipping fee applies to all returned orders" ($8 in the US, GBP 6 in the UK, CAD 10 in Canada); no fee for "in-store returns, Instant RefCredit refunds, exchanges, or Friends with Benefits loyalty program members who keep at least one item". Online exchanges and Instant Ref Credit are "US ONLY", and a return needs a Ref account.Source
    • News coverageReformation's IPO filing (July 2026): 2025 net revenue of $507.10 million, $454.06 million of it direct to consumer (ecommerce and its own stores); ecommerce drew "more than 120 million visits" in 2025; customers who shopped both online and in stores "purchased an average of 4.8 times per year and generated 3.1 times higher annual net spend".Source
  • 08

    The AI Operations Analyst is hired to build agents for ad optimization and anomaly alerting across Meta and Google, with accurate dashboards. International revenue grew 36.8%, so spend now runs in many markets and currencies.

    High impactMedium effort First result in 1 quarter AI Operations Analyst

    First action

    List the ten alerts the team wishes it had last quarter.

    How to measure it

    Detection time

    Now
    –
    Target
    Under 24 hours
    By
    1 quarter

    Steps

    1. 1

      Pick metrics

      Spend, cost per order, conversion.

      Growth Marketing Lead 1 week

    2. 2

      Connect data

      Meta, Google, orders.

      AI Operations Analyst, Growth 3 weeks

    3. 3

      Set ranges

      Four-week baselines.

      AI Operations Analyst, Growth 1 week

    4. 4

      Write the note

      Cause and suggested action.

      AI Operations Analyst, Growth 2 weeks

    5. 5

      Run in shadow

      Compare with manual checks.

      Growth Marketing Lead 2 weeks

    6. 6

      Go live

      Daily post.

      AI Operations Analyst, Growth daily

    First result
    1 quarter
    Cost
    Staff time and API costs
    Owner
    AI Operations Analyst, Growth

    Smallest test

    Run one spend check by hand each morning for two weeks.

    Why it works

    Start with one agent: each morning, compare yesterday's spend, cost per order and conversion by market and channel with the trailing four weeks, flag anything outside the normal range with a likely cause (budget cap, broken tag, out-of-stock product), and post it to the team channel.

    Catching a broken tag or runaway campaign a day earlier saves real money, and it builds trust in the data before larger automation.

    Risks and how to handle them

    • Too many alerts

      Start with a high threshold.

    Evidence

    • HiringAI Operations Analyst, Growth (Culver City, posted September 25, 2026): "the technical engine and operational backbone of our Growth Marketing team"; builds "low-code integration pipelines connecting ad channels, customer segmentation and targeting, and data warehouses", deploys "LLM-powered agents" for "automated ad optimization, complex global performance analyses, media management, and anomaly alerting", and pipes "multi-channel marketing data across Meta, Google, and internal databases into automated dashboards".Source
    • News coverageSecond quarter 2026 (first results as a public company, NYSE: REF): net revenue $155.2 million, up 24.1%; direct to consumer up 21.2%; active customers up 22.9% while DTC revenue per customer fell 1.4%, mainly because new customers "typically start with lower spending"; international revenue up 36.8%; wholesale up 48.7%; 70 stores, with about 15 to 16 new stores planned for 2026.Source
    • PageSpeed testTools seen on the homepage: Salesforce Commerce Cloud, Global-e for international checkout, Optimizely, FullStory, SpeedCurve real-user monitoring, Rakuten affiliate tracking, OneTrust consent, Meta, TikTok, Pinterest, Bing and Google ad tags; help runs on Kustomer.Source
  • 09

    When a style is Waitlisted, shoppers leave their email with their color and size, and Reformation says it will "most likely be making more". The new Senior Director of Merchandising Strategy & Planning owns a test-and-iterate model and receipt placement. The waitlist is a live demand count for exactly those decisions.

    High impactMedium effort First result in 1 quarter Senior Director

    First action

    Pull current waitlist counts for the top 20 styles.

    How to measure it

    Waitlist conversion

    Now
    –
    Target
    25%
    By
    2 quarters

    Steps

    1. 1

      Export

      Counts by style, size, color.

      AI Operations Analyst, Growth 1 week

    2. 2

      Weekly report

      To planning.

      AI Operations Analyst, Growth weekly

    3. 3

      Set thresholds

      Reorder review triggers.

      Senior Director, Merchandising Strategy & Planning 2 weeks

    4. 4

      Restock email

      Same day as stock lands.

      CRM Manager 2 weeks

    5. 5

      Hold sizes

      24 hours for waitlisters.

      Digital Product Manager 1 month

    6. 6

      Measure

      Conversion and full-price share.

      Senior Director, Merchandising Strategy & Planning monthly

    First result
    1 quarter
    Cost
    Staff time only
    Owner
    Senior Director, Merchandising Strategy & Planning

    Smallest test

    Email one restocked style's waitlist the day it lands.

    Why it works

    Report waitlist sign-ups by style, size and color weekly to planning, set a threshold that triggers a reorder review, and email the waitlist the day stock lands, with their size held for 24 hours.

    It turns stockouts into measured demand and into almost-guaranteed full-price sales on restock.

    Risks and how to handle them

    • Waitlists overstate demand

      Use historical conversion to discount counts.

    Evidence

    • Help centerDemand signals: a Waitlisted item means "we will most likely be making more", and shoppers leave their email with "preferred color and size". "We're not offering any promos or discounts"; sales "are always announced through our newsletter".Source
    • HiringSenior Director, Merchandising Strategy & Planning (Los Angeles, posted October 8, 2026): owns "buy-type investment, receipt placement, full-price selling, markdown, and risk allocation" and "the discipline and agility that power our test-and-iterate model as the business scales"; leads investment "by buy type (core, seasonal, newness, fashion risk)".Source
    • HiringHandbags, Swim and Jewelry Merchant (New York): "end-to-end development of emerging categories" to "drive incremental growth"; owns line plans, SKU architecture and price tiering, and partners "with Marketing and Customer teams to drive launch visibility and full-price sell-through on key styles".Source
  • 10

    The new Handbags, Swim and Jewelry Merchant is hired to grow emerging categories and their full-price sell-through. STAUD, the rival closest to Reformation's look, leads its homepage with "iconic handbags". Dresses are where Reformation already wins.

    High impactMedium effort First result in 1 quarter Handbags

    First action

    Pick 20 dresses and a bag and jewelry pairing for each.

    How to measure it

    Attach rate

    Now
    –
    Target
    +3 points
    By
    2 quarters

    Steps

    1. 1

      Pick pairings

      Top 100 dresses.

      Handbags, Swim and Jewelry Merchant 2 weeks

    2. 2

      Shoot together

      Styled pairings.

      Ecommerce Producer 1 month

    3. 3

      Add to pages

      Product pages and cart.

      Ecommerce Site Merchandising Associate 2 weeks

    4. 4

      Add to emails

      After purchase.

      CRM Manager 2 weeks

    5. 5

      Track

      Attach rate by style.

      AI Operations Analyst, Growth weekly

    6. 6

      Feed planning

      Buy depth for best pairings.

      Handbags, Swim and Jewelry Merchant monthly

    First result
    1 quarter
    Cost
    Shoot time
    Owner
    Handbags, Swim and Jewelry Merchant

    Smallest test

    Add a bag pairing to 20 dress pages.

    Why it works

    Add a styled bag and jewelry pairing to the top 100 dress product pages and the cart, shot together by the studio, and feature pairings in the post-purchase emails. Track attach rate by style.

    An accessory added to an existing order is the cheapest way to grow a new category and lifts order value.

    Risks and how to handle them

    • Cluttered product pages

      One pairing per page.

    Evidence

    • HiringHandbags, Swim and Jewelry Merchant (New York): "end-to-end development of emerging categories" to "drive incremental growth"; owns line plans, SKU architecture and price tiering, and partners "with Marketing and Customer teams to drive launch visibility and full-price sell-through on key styles".Source
    • Competitor researchRivals' own homepages: Christy Dawn, "Regenerative, Ethical & Timeless Clothing"; STAUD, "modern clothing, iconic handbags, and everyday pieces with a point of view" with "an exclusive offer on your first order". A September 2026 shopping guide names Sezane, DOEN and Christy Dawn for Reformation-style silhouettes in longer-lasting fibres, Faithfull for holiday and going-out at lower prices, and STAUD as the closest aesthetic match; Aritzia is the scaled rival in stores.Source
    • HiringEcommerce Producer (Vernon HQ, posted September 29, 2026): owns "end-to-end production for ecommerce photo and video shoots", shot lists and call sheets, retouching queues, and ensures "every product image and video that goes live meets Reformation's standards" against "site specs, brand guidelines, and launch calendar deadlines".Source
  • 11

    The new Ecommerce Producer owns every product photo and video shoot. Video on a product page answers fit and movement, the most common questions, and the same clip feeds TikTok and Meta.

    High impactMedium effort First result in 1 quarter Ecommerce Producer

    First action

    Add a video line to next week's shot list.

    How to measure it

    Product-page conversion

    Now
    –
    Target
    +8%
    By
    2 quarters

    Steps

    1. 1

      Update shot lists

      Video for top styles.

      Ecommerce Producer 1 week

    2. 2

      Shoot

      Alongside stills.

      Ecommerce Producer ongoing

    3. 3

      Edit

      10-second clips.

      Post-Production Lead ongoing

    4. 4

      Publish

      Second in gallery.

      Ecommerce Site Merchandising Associate ongoing

    5. 5

      Ads

      Variants on Meta and TikTok.

      Growth Marketing Lead weekly

    6. 6

      Compare

      With and without video.

      AI Operations Analyst, Growth monthly

    First result
    1 quarter
    Cost
    Studio time
    Owner
    Ecommerce Producer

    Smallest test

    Add clips to 20 best sellers and compare.

    Why it works

    Add a 10-second movement clip to the shot list for the top 200 styles, place it second in the product gallery, and hand the clips to growth marketing as ad variants. Compare conversion for styles with and without video.

    One shoot serves the product page, paid social and email, and fit doubt drops when the fabric moves on a body.

    Risks and how to handle them

    • Shoot days get longer

      Video only for the top styles.

    Evidence

    • HiringEcommerce Producer (Vernon HQ, posted September 29, 2026): owns "end-to-end production for ecommerce photo and video shoots", shot lists and call sheets, retouching queues, and ensures "every product image and video that goes live meets Reformation's standards" against "site specs, brand guidelines, and launch calendar deadlines".Source
    • Help centerFit: "Is Reformation true to size? We get this one a lot"; in France "customers say Ref sizes tend to run a little larger"; shoppers are asked to send their "bust, waist, and high hip/low hip measurements" to Customer Love for help; Petites are for 5'3" and under. Custom dresses for weddings and bridal parties are not offered: "we don't have the production capacity".Source
    • HiringAI Operations Analyst, Growth (Culver City, posted September 25, 2026): "the technical engine and operational backbone of our Growth Marketing team"; builds "low-code integration pipelines connecting ad channels, customer segmentation and targeting, and data warehouses", deploys "LLM-powered agents" for "automated ad optimization, complex global performance analyses, media management, and anomaly alerting", and pipes "multi-channel marketing data across Meta, Google, and internal databases into automated dashboards".Source
  • 12

    The new PR Manager will work with performance marketing on Reformation's press affiliate program and report against OKRs. Rakuten affiliate tracking already runs on the site, so sales from each article can be measured.

    Medium impactMedium effort First result in 1 quarter Manager of Public Relations

    First action

    Pull last quarter's affiliate sales by publisher.

    How to measure it

    Press affiliate revenue

    Now
    –
    Target
    +20%
    By
    2 quarters

    Steps

    1. 1

      Pull data

      By publisher and article.

      AI Operations Analyst, Growth 1 week

    2. 2

      Weekly report

      Automated.

      AI Operations Analyst, Growth 2 weeks

    3. 3

      Rank writers

      By sales.

      Manager of Public Relations monthly

    4. 4

      Plan pitches

      Around top writers.

      Manager of Public Relations monthly

    5. 5

      Amplify

      Top articles in paid.

      Growth Marketing Lead weekly

    6. 6

      Review OKRs

      Quarterly.

      Manager of Public Relations quarterly

    First result
    1 quarter
    Cost
    Staff time only
    Owner
    Manager of Public Relations

    Smallest test

    Rank last quarter's top ten articles by sales.

    Why it works

    Report weekly revenue by publisher and article from the affiliate data, rank writers by sales, and use it to plan pitches, product seeding and launch timing. Share the top articles with growth marketing for paid amplification.

    PR then has a sales number, and the best articles get paid reach.

    Risks and how to handle them

    • Last-click undercounts PR

      Report assisted sales too.

    Evidence

    • HiringManager of Public Relations, Fashion & Lifestyle (New York, open since June 10, 2026): builds "share of voice in earned media" and will "Partner closely with performance marketing team to strategically guide and execute campaigns within Reformation's press affiliate program", tracking results "against team and company-wide OKRs".Source
    • PageSpeed testTools seen on the homepage: Salesforce Commerce Cloud, Global-e for international checkout, Optimizely, FullStory, SpeedCurve real-user monitoring, Rakuten affiliate tracking, OneTrust consent, Meta, TikTok, Pinterest, Bing and Google ad tags; help runs on Kustomer.Source
    • HiringAI Operations Analyst, Growth (Culver City, posted September 25, 2026): "the technical engine and operational backbone of our Growth Marketing team"; builds "low-code integration pipelines connecting ad channels, customer segmentation and targeting, and data warehouses", deploys "LLM-powered agents" for "automated ad optimization, complex global performance analyses, media management, and anomaly alerting", and pipes "multi-channel marketing data across Meta, Google, and internal databases into automated dashboards".Source
  • 13

    Reformation's Bridal Salon has sections for brides and guests and sells bridal party dresses meant to be worn again, but help is by email and custom dresses are not offered. Coordinating six people's colors and sizes is the hard part of bridal party shopping.

    High impactMedium effort First result in 2 quarters Bridal Salon Manager

    First action

    Count wedding help desk emails about bridal parties.

    How to measure it

    Bridal party orders

    Now
    –
    Target
    500 a quarter
    By
    3 quarters

    Steps

    1. 1

      Interview

      Ten recent brides.

      Bridal Salon Manager 2 weeks

    2. 2

      Design

      Board and share link.

      Digital Product Manager 1 month

    3. 3

      Build

      On the bridal pages.

      Digital Product Manager 1 month

    4. 4

      Store try-on

      Book from the board.

      Store Manager 2 weeks

    5. 5

      Launch

      Before engagement season.

      CRM Manager 1 week

    6. 6

      Measure

      Orders and new customers per board.

      AI Operations Analyst, Growth monthly

    First result
    2 quarters
    Cost
    Product time
    Owner
    Bridal Salon Manager

    Smallest test

    Run five bridal parties through a shared spreadsheet and links.

    Why it works

    Let a bride pick styles and colors into a shared board, send one link, and let each bridesmaid choose her own style from the board and her size, with delivery by a target date and in-store try-on at the nearest store.

    One bride brings five or more buyers, many of them new, with a date that drives urgency.

    Risks and how to handle them

    • Stock for six sizes at once

      Show stock by size on the board.

    Evidence

    • Your websiteThe Bridal Salon page (thereformation.com/pages/the-bridal-salon) has sections for brides and for guests, promotes bridal party dresses meant to be worn again, and gives a wedding help desk email for questions.Source
    • Help centerFit: "Is Reformation true to size? We get this one a lot"; in France "customers say Ref sizes tend to run a little larger"; shoppers are asked to send their "bust, waist, and high hip/low hip measurements" to Customer Love for help; Petites are for 5'3" and under. Custom dresses for weddings and bridal parties are not offered: "we don't have the production capacity".Source
    • News coverageReformation's IPO filing (July 2026): 2025 net revenue of $507.10 million, $454.06 million of it direct to consumer (ecommerce and its own stores); ecommerce drew "more than 120 million visits" in 2025; customers who shopped both online and in stores "purchased an average of 4.8 times per year and generated 3.1 times higher annual net spend".Source
  • 14

    Reformation ships free everywhere except the UK, where orders under GBP 100 pay GBP 6, and UK returns cost GBP 6. It is opening and staffing London stores (Covent Garden, Notting Hill, Chelsea, Battersea) while international revenue grows fastest.

    Medium impactLow effort First result in 1 quarter Growth Marketing Lead

    First action

    Measure UK carts that stop at the shipping fee.

    How to measure it

    UK conversion

    Now
    –
    Target
    +10%
    By
    1 quarter

    Steps

    1. 1

      Baseline

      UK carts under GBP 100.

      AI Operations Analyst, Growth 1 week

    2. 2

      Pick test

      Threshold or member perk.

      Growth Marketing Lead 1 week

    3. 3

      Set up

      In checkout with Global-e.

      Digital Product Manager 1 week

    4. 4

      Run

      Six weeks.

      Growth Marketing Lead 6 weeks

    5. 5

      Promote stores

      Free in-store returns.

      CRM Manager 2 weeks

    6. 6

      Decide

      Margin vs conversion.

      Growth Marketing Lead 1 week

    First result
    1 quarter
    Cost
    Shipping cost
    Owner
    Growth Marketing Lead

    Smallest test

    Run the lower threshold for two weeks.

    Why it works

    Test a lower threshold (for example GBP 75) or free shipping for Friends with Benefits members for six weeks, and compare UK conversion and margin. Promote free in-store returns in London.

    Shipping fees are the most common reason for abandoned carts, and the UK is a growth market with stores nearby.

    Risks and how to handle them

    • Margin loss

      Limit to members if needed.

    Evidence

    • Help centerShipping and payment: free standard shipping to the US, the Eurozone and other countries except the UK, where orders under GBP 100 pay GBP 6. Klarna is offered in Canada and Australia (Pay in 4) and France, Italy and Spain (Pay in 3); Afterpay covers US and Australian orders up to $1,000 and not pre-orders.Source
    • Help centerReturns: 30 days; "A return shipping fee applies to all returned orders" ($8 in the US, GBP 6 in the UK, CAD 10 in Canada); no fee for "in-store returns, Instant RefCredit refunds, exchanges, or Friends with Benefits loyalty program members who keep at least one item". Online exchanges and Instant Ref Credit are "US ONLY", and a return needs a Ref account.Source
    • HiringStore growth on the same board (169 open posts on October 21, 2026): new-store managers for the Calgary, Dallas-Fort Worth and Cleveland metro regions (posted October 1), a new store at Country Club Plaza, Kansas City, a new store on Rue Saint-Honore in Paris, and seasonal remote "Customer Love" associates who "wear many hats (stylist, friend, personal assistant)" across "email, text, and chat", using Kustomer.Source
    • News coverageSecond quarter 2026 (first results as a public company, NYSE: REF): net revenue $155.2 million, up 24.1%; direct to consumer up 21.2%; active customers up 22.9% while DTC revenue per customer fell 1.4%, mainly because new customers "typically start with lower spending"; international revenue up 36.8%; wholesale up 48.7%; 70 stores, with about 15 to 16 new stores planned for 2026.Source
  • 15

    Reformation is hiring seasonal remote Customer Love associates to "wear many hats (stylist, friend, personal assistant)" across email, text and chat. Most peak-season contacts are order status and returns, which the help center already answers.

    Medium impactMedium effort First result in 1 quarter Customer Love Lead

    First action

    Tag last peak's contacts by type.

    How to measure it

    Styled-chat revenue

    Now
    –
    Target
    $500k a season
    By
    1 quarter

    Steps

    1. 1

      Tag contacts

      Last peak by type.

      Customer Love Lead 1 week

    2. 2

      Assistant

      Policy answers from help articles.

      AI Operations Analyst, Growth 1 month

    3. 3

      Routing

      Styling to humans.

      Customer Love Lead 2 weeks

    4. 4

      Train

      Seasonal stylists.

      Customer Love Lead 2 weeks

    5. 5

      Track

      Sales from chats.

      AI Operations Analyst, Growth weekly

    6. 6

      Review

      After peak.

      Customer Love Lead 1 month

    First result
    1 quarter
    Cost
    Staff time and software
    Owner
    Customer Love Lead

    Smallest test

    Route styling questions to two stylists for one week.

    Why it works

    Let an assistant answer order-status and policy questions from the help center articles in Kustomer, and route shoppers who ask "what should I wear" or "which size" to human stylists by text, with links to the products. Track sales from styled chats.

    Stylist time spent on selling instead of tracking numbers turns a cost center into revenue during the busiest weeks.

    Risks and how to handle them

    • Wrong policy answers

      Answer only from published articles and hand off when unsure.

    Evidence

    • HiringStore growth on the same board (169 open posts on October 21, 2026): new-store managers for the Calgary, Dallas-Fort Worth and Cleveland metro regions (posted October 1), a new store at Country Club Plaza, Kansas City, a new store on Rue Saint-Honore in Paris, and seasonal remote "Customer Love" associates who "wear many hats (stylist, friend, personal assistant)" across "email, text, and chat", using Kustomer.Source
    • HiringAI Operations Analyst, Growth (Culver City, posted September 25, 2026): "the technical engine and operational backbone of our Growth Marketing team"; builds "low-code integration pipelines connecting ad channels, customer segmentation and targeting, and data warehouses", deploys "LLM-powered agents" for "automated ad optimization, complex global performance analyses, media management, and anomaly alerting", and pipes "multi-channel marketing data across Meta, Google, and internal databases into automated dashboards".Source
    • Help centerFit: "Is Reformation true to size? We get this one a lot"; in France "customers say Ref sizes tend to run a little larger"; shoppers are asked to send their "bust, waist, and high hip/low hip measurements" to Customer Love for help; Petites are for 5'3" and under. Custom dresses for weddings and bridal parties are not offered: "we don't have the production capacity".Source
  • 16

    The Site Merchandising Associate is asked to create localized content for international regions. Reformation is opening on Rue Saint-Honore in Paris and in Calgary, French shoppers are told Ref runs larger, and Klarna Pay in 3 is offered in France while Canada has Pay in 4.

    Medium impactMedium effort First result in 1 quarter Ecommerce Site Merchandising…

    First action

    List what differs for France and Canada today.

    How to measure it

    Local conversion

    Now
    –
    Target
    +10%
    By
    2 quarters

    Steps

    1. 1

      Audit

      France and Canada journeys.

      Ecommerce Site Merchandising Associate 1 week

    2. 2

      Size advice

      Local notes.

      Ecommerce Site Merchandising Associate 2 weeks

    3. 3

      Payments

      Shown on product pages.

      Digital Product Manager 2 weeks

    4. 4

      Store content

      Openings and events.

      Ecommerce Site Merchandising Associate 2 weeks

    5. 5

      Homepage

      Local season.

      Ecommerce Site Merchandising Associate monthly

    6. 6

      Measure

      By market.

      AI Operations Analyst, Growth monthly

    First result
    1 quarter
    Cost
    Staff time only
    Owner
    Ecommerce Site Merchandising Associate

    Smallest test

    Add the France size note to the top 20 styles.

    Why it works

    For France and Canada: local size advice on product pages, local payment options shown on product pages, the nearest store and its events, local returns terms, and homepage content for the local season. Measure conversion by market.

    Local detail closes the gap between a global site and a local store, which is where the fastest-growing revenue is.

    Risks and how to handle them

    • Too many local versions

      Start with two markets.

    Evidence

    • HiringEcommerce Site Merchandising Associate (Culver City, posted October 12, 2026): executes homepage updates and will "Report on homepage performance and suggest improvements"; "Create localized content for international regions and segmented content for various customer groups"; "Report on on-site search performance weekly" and "Optimize results and sorting for top searched terms and null search results"; optimizes "H1, meta, page titles"; owns top and sub navigation, size guides, store pages and sustainability pages, and works with "the Digital Product and Tech teams to develop and test new features".Source
    • HiringStore growth on the same board (169 open posts on October 21, 2026): new-store managers for the Calgary, Dallas-Fort Worth and Cleveland metro regions (posted October 1), a new store at Country Club Plaza, Kansas City, a new store on Rue Saint-Honore in Paris, and seasonal remote "Customer Love" associates who "wear many hats (stylist, friend, personal assistant)" across "email, text, and chat", using Kustomer.Source
    • Help centerShipping and payment: free standard shipping to the US, the Eurozone and other countries except the UK, where orders under GBP 100 pay GBP 6. Klarna is offered in Canada and Australia (Pay in 4) and France, Italy and Spain (Pay in 3); Afterpay covers US and Australian orders up to $1,000 and not pre-orders.Source
    • Help centerFit: "Is Reformation true to size? We get this one a lot"; in France "customers say Ref sizes tend to run a little larger"; shoppers are asked to send their "bust, waist, and high hip/low hip measurements" to Customer Love for help; Petites are for 5'3" and under. Custom dresses for weddings and bridal parties are not offered: "we don't have the production capacity".Source
    • News coverageSecond quarter 2026 (first results as a public company, NYSE: REF): net revenue $155.2 million, up 24.1%; direct to consumer up 21.2%; active customers up 22.9% while DTC revenue per customer fell 1.4%, mainly because new customers "typically start with lower spending"; international revenue up 36.8%; wholesale up 48.7%; 70 stores, with about 15 to 16 new stores planned for 2026.Source

Big bets 3

Larger plays that can change the trajectory.

  • 17

    Customers who shop both online and in stores buy 4.8 times a year and spend 3.1 times more. Reformation will add 15 to 16 stores this year and plans to keep growing the fleet, so more online customers live near a store each quarter.

    High impactHigh effort First result in 3 quarters Chief Marketing Officer

    First action

    Count online-only customers within 20 miles of a store.

    How to measure it

    Omnichannel share

    Now
    –
    Target
    +5 points
    By
    1 year

    Steps

    1. 1

      Size

      Online-only customers near stores.

      AI Operations Analyst, Growth 2 weeks

    2. 2

      Appointment flow

      Favorites pulled for try-on.

      Digital Product Manager 1 quarter

    3. 3

      Store invites

      Email and text.

      CRM Manager ongoing

    4. 4

      Store credit

      Influenced online sales.

      Retail Operations Director 1 quarter

    5. 5

      New stores

      Invite list at opening.

      Store Manager per opening

    6. 6

      Report

      Omnichannel share monthly.

      AI Operations Analyst, Growth monthly

    First result
    3 quarters
    Cost
    Product and store time
    Owner
    Chief Marketing Officer

    Smallest test

    Invite 1,000 online customers near one store to a fitting.

    Why it works

    Make "first store visit" a company metric. For each store, find online customers nearby, invite them to a fitting appointment with their saved favorites pulled, offer free in-store returns and exchanges, and give store teams credit for online sales they influence.

    Every customer converted to omnichannel is worth several times more, so this compounds with every opening.

    Risks and how to handle them

    • Channel conflict

      Credit stores for nearby online sales.

    Evidence

    • News coverageReformation's IPO filing (July 2026): 2025 net revenue of $507.10 million, $454.06 million of it direct to consumer (ecommerce and its own stores); ecommerce drew "more than 120 million visits" in 2025; customers who shopped both online and in stores "purchased an average of 4.8 times per year and generated 3.1 times higher annual net spend".Source
    • News coverageSecond quarter 2026 (first results as a public company, NYSE: REF): net revenue $155.2 million, up 24.1%; direct to consumer up 21.2%; active customers up 22.9% while DTC revenue per customer fell 1.4%, mainly because new customers "typically start with lower spending"; international revenue up 36.8%; wholesale up 48.7%; 70 stores, with about 15 to 16 new stores planned for 2026.Source
    • Help centerReturns: 30 days; "A return shipping fee applies to all returned orders" ($8 in the US, GBP 6 in the UK, CAD 10 in Canada); no fee for "in-store returns, Instant RefCredit refunds, exchanges, or Friends with Benefits loyalty program members who keep at least one item". Online exchanges and Instant Ref Credit are "US ONLY", and a return needs a Ref account.Source
    • HiringStore growth on the same board (169 open posts on October 21, 2026): new-store managers for the Calgary, Dallas-Fort Worth and Cleveland metro regions (posted October 1), a new store at Country Club Plaza, Kansas City, a new store on Rue Saint-Honore in Paris, and seasonal remote "Customer Love" associates who "wear many hats (stylist, friend, personal assistant)" across "email, text, and chat", using Kustomer.Source
  • 18

    Reformation's stated goal is to be "Circular by 2030", and it already runs Instant Ref Credit for returns. Rivals like Christy Dawn and DOEN compete on longer-lasting pieces. Ref pieces that customers no longer wear can be resold under the brand.

    High impactHigh effort First result in 4 quarters Head of Sustainability

    First action

    Survey 1,000 customers on what they would send back.

    How to measure it

    Credit redeemed on new items

    Now
    –
    Target
    60%
    By
    1 year

    Steps

    1. 1

      Survey

      What customers would send.

      CRM Manager 1 month

    2. 2

      Pick a partner

      Cleaning and grading.

      Head of Sustainability 1 quarter

    3. 3

      Set credit

      By category and condition.

      Senior Director, Merchandising Strategy & Planning 1 month

    4. 4

      Build

      Resale section.

      Digital Product Manager 1 quarter

    5. 5

      Pilot

      One market.

      Head of Sustainability 2 quarters

    6. 6

      Decide

      Scale or stop.

      Chief Marketing Officer 1 month

    First result
    4 quarters
    Cost
    Pilot costs
    Owner
    Head of Sustainability

    Smallest test

    Take back pieces from 200 customers in one city.

    Why it works

    Pilot in one market: customers send back worn Ref pieces for Ref Credit, the best are cleaned and resold in a "Ref Again" section next to new styles, and RefScale shows the saving. Measure credit redemption, new customers from resale and margin.

    Resale brings in shoppers below the new-price point, keeps credit spending in the store and makes the circularity goal visible.

    Risks and how to handle them

    • Cannibalizes new sales

      Credit only redeemable on new items.

    Evidence

    • HiringCareers copy on the board: every post opens with goals of "being Climate Positive by 2025, Circular by 2030" and "50+ stores (and counting)". The Paris new-store post still reads "Join our INSERT STORE NAME team!" and "Location : ADD LOCATION", and one live post is titled "Sales Supervisor, Full Time- Template".Source
    • Help centerReturns: 30 days; "A return shipping fee applies to all returned orders" ($8 in the US, GBP 6 in the UK, CAD 10 in Canada); no fee for "in-store returns, Instant RefCredit refunds, exchanges, or Friends with Benefits loyalty program members who keep at least one item". Online exchanges and Instant Ref Credit are "US ONLY", and a return needs a Ref account.Source
    • Help centerRefScale: "our product lifecycle tool. It tracks the estimated carbon and water footprint of each product" compared with "most clothes bought in the US", shown "on every product page of our website".Source
    • Competitor researchRivals' own homepages: Christy Dawn, "Regenerative, Ethical & Timeless Clothing"; STAUD, "modern clothing, iconic handbags, and everyday pieces with a point of view" with "an exclusive offer on your first order". A September 2026 shopping guide names Sezane, DOEN and Christy Dawn for Reformation-style silhouettes in longer-lasting fibres, Faithfull for holiday and going-out at lower prices, and STAUD as the closest aesthetic match; Aritzia is the scaled rival in stores.Source
  • 19

    The AI Operations Analyst is hired to pipe Meta, Google and internal data into dashboards and act as the liaison between Growth, Product and Data. The numbers that matter most to Reformation (omnichannel share, second orders, returns) cross online and stores.

    Medium impactHigh effort First result in 3 quarters AI Operations Analyst

    First action

    List the five numbers the growth meeting argues about most.

    How to measure it

    Weekly meeting run from the dashboard

    Now
    –
    Target
    100%
    By
    2 quarters

    Steps

    1. 1

      Pick metrics

      Five to eight.

      Growth Marketing Lead 2 weeks

    2. 2

      Connect

      Ads, orders, stores, returns.

      AI Operations Analyst, Growth 1 quarter

    3. 3

      Check accuracy

      Against finance.

      FP&A Manager 1 month

    4. 4

      Add notes

      Agent summaries.

      AI Operations Analyst, Growth 1 month

    5. 5

      Launch

      Weekly meeting.

      Growth Marketing Lead weekly

    6. 6

      Retire

      Old reports.

      AI Operations Analyst, Growth 1 quarter

    First result
    3 quarters
    Cost
    Staff time and tools
    Owner
    AI Operations Analyst, Growth

    Smallest test

    Build the dashboard by hand for one week.

    Why it works

    Build one weekly dashboard with acquisition by channel, cost per new customer, second-order rate, return rate by style and first store visits, with the anomaly agent's notes on top. Make it the agenda for the weekly growth meeting.

    Shared numbers end channel arguments and make the omnichannel goal measurable.

    Risks and how to handle them

    • Store and online data disagree

      Agree definitions with finance first.

    Evidence

    • HiringAI Operations Analyst, Growth (Culver City, posted September 25, 2026): "the technical engine and operational backbone of our Growth Marketing team"; builds "low-code integration pipelines connecting ad channels, customer segmentation and targeting, and data warehouses", deploys "LLM-powered agents" for "automated ad optimization, complex global performance analyses, media management, and anomaly alerting", and pipes "multi-channel marketing data across Meta, Google, and internal databases into automated dashboards".Source
    • News coverageReformation's IPO filing (July 2026): 2025 net revenue of $507.10 million, $454.06 million of it direct to consumer (ecommerce and its own stores); ecommerce drew "more than 120 million visits" in 2025; customers who shopped both online and in stores "purchased an average of 4.8 times per year and generated 3.1 times higher annual net spend".Source
    • News coverageSecond quarter 2026 (first results as a public company, NYSE: REF): net revenue $155.2 million, up 24.1%; direct to consumer up 21.2%; active customers up 22.9% while DTC revenue per customer fell 1.4%, mainly because new customers "typically start with lower spending"; international revenue up 36.8%; wholesale up 48.7%; 70 stores, with about 15 to 16 new stores planned for 2026.Source
    • PageSpeed testTools seen on the homepage: Salesforce Commerce Cloud, Global-e for international checkout, Optimizely, FullStory, SpeedCurve real-user monitoring, Rakuten affiliate tracking, OneTrust consent, Meta, TikTok, Pinterest, Bing and Google ad tags; help runs on Kustomer.Source

Wildcards 3

Unexpected experiments, each with a cheap way to test it.

  • 20

    RefScale shows the estimated carbon and water footprint of every product on its product page, but shoppers compare products on the category page. Sustainability is why many customers choose Reformation over Aritzia or Faithfull.

    Medium impactLow effort First result in 1 quarter Ecommerce Site Merchandising…

    First action

    Check the footprint data is available on category tiles.

    How to measure it

    Sessions using footprint sort

    Now
    –
    Target
    5%
    By
    2 quarters

    Steps

    1. 1

      Check data

      Footprint per product.

      Digital Product Manager 1 week

    2. 2

      Design

      Sort and badge.

      Digital Product Manager 2 weeks

    3. 3

      Build

      Dresses and denim first.

      Digital Product Manager 1 month

    4. 4

      Collection page

      Lowest footprint.

      Ecommerce Site Merchandising Associate 1 week

    5. 5

      Test

      Conversion vs control.

      AI Operations Analyst, Growth 1 month

    6. 6

      Share

      With PR.

      Manager of Public Relations 1 week

    First result
    1 quarter
    Cost
    Engineering time
    Owner
    Ecommerce Site Merchandising Associate

    Smallest test

    Publish the lowest-footprint dresses page first.

    Why it works

    Add a "lowest footprint" sort and a footprint badge on category tiles, test it on dresses and denim, and publish a "lowest footprint" collection page that search and AI assistants can cite.

    It turns the brand's strongest data point into a shopping tool and a search answer.

    Risks and how to handle them

    • Claims questioned

      Link the RefScale method on every badge.

    Evidence

    • Help centerRefScale: "our product lifecycle tool. It tracks the estimated carbon and water footprint of each product" compared with "most clothes bought in the US", shown "on every product page of our website".Source
    • Competitor researchRivals' own homepages: Christy Dawn, "Regenerative, Ethical & Timeless Clothing"; STAUD, "modern clothing, iconic handbags, and everyday pieces with a point of view" with "an exclusive offer on your first order". A September 2026 shopping guide names Sezane, DOEN and Christy Dawn for Reformation-style silhouettes in longer-lasting fibres, Faithfull for holiday and going-out at lower prices, and STAUD as the closest aesthetic match; Aritzia is the scaled rival in stores.Source
    • HiringEcommerce Site Merchandising Associate (Culver City, posted October 12, 2026): executes homepage updates and will "Report on homepage performance and suggest improvements"; "Create localized content for international regions and segmented content for various customer groups"; "Report on on-site search performance weekly" and "Optimize results and sorting for top searched terms and null search results"; optimizes "H1, meta, page titles"; owns top and sub navigation, size guides, store pages and sustainability pages, and works with "the Digital Product and Tech teams to develop and test new features".Source
  • 21

    Reformation reaches millions on Instagram and TikTok, but its YouTube channel has 1,680 subscribers and 88 videos. YouTube is where shoppers search "Reformation try on" and "Reformation sizing" before buying.

    Medium impactLow effort First result in 1 quarter Ecommerce Producer

    First action

    Cut one try-on video from existing footage.

    How to measure it

    Subscribers

    Now
    –
    Target
    20,000
    By
    1 year

    Steps

    1. 1

      Plan series

      Fit and try-on.

      Ecommerce Producer 1 week

    2. 2

      Shoot

      With studio days.

      Ecommerce Producer weekly

    3. 3

      Edit

      One video a week.

      Post-Production Lead weekly

    4. 4

      Publish

      With product links.

      Growth Marketing Lead weekly

    5. 5

      Shorts

      Clips for TikTok and Instagram.

      Growth Marketing Lead weekly

    6. 6

      Review

      After 12 videos.

      Growth Marketing Lead 1 quarter

    First result
    1 quarter
    Cost
    Studio time
    Owner
    Ecommerce Producer

    Smallest test

    Publish one try-on video and track product visits.

    Why it works

    Publish one try-on video a week built from studio footage: a style on three body types and in petites, with honest fit notes. Link the products and track visits.

    Search-driven video lasts for years and answers the fit question the help center gets most.

    Risks and how to handle them

    • Low early views

      Target search terms, not trends.

    Evidence

    • Social channelsThe Reformation YouTube channel has 1,680 subscribers, 88 videos and about 960,000 total views; the brand also runs Instagram, TikTok, Pinterest and Facebook.Source
    • HiringEcommerce Producer (Vernon HQ, posted September 29, 2026): owns "end-to-end production for ecommerce photo and video shoots", shot lists and call sheets, retouching queues, and ensures "every product image and video that goes live meets Reformation's standards" against "site specs, brand guidelines, and launch calendar deadlines".Source
    • Help centerFit: "Is Reformation true to size? We get this one a lot"; in France "customers say Ref sizes tend to run a little larger"; shoppers are asked to send their "bust, waist, and high hip/low hip measurements" to Customer Love for help; Petites are for 5'3" and under. Custom dresses for weddings and bridal parties are not offered: "we don't have the production capacity".Source
  • 22

    Reformation runs no promo codes and announces sales only through its newsletter, and Friends with Benefits members already get free returns when they keep an item. The program is mentioned in the returns policy rather than sold.

    Medium impactLow effort First result in 1 quarter CRM Manager

    First action

    Count members and their repeat rate vs non-members.

    How to measure it

    Member share of orders

    Now
    –
    Target
    +10 points
    By
    2 quarters

    Steps

    1. 1

      Baseline

      Members and repeat rate.

      AI Operations Analyst, Growth 1 week

    2. 2

      Early access

      Sale and restock windows.

      CRM Manager 1 month

    3. 3

      Show perks

      Returns and help pages.

      Ecommerce Site Merchandising Associate 2 weeks

    4. 4

      Invite

      After first delivery.

      CRM Manager 2 weeks

    5. 5

      Measure

      Repeat rate by member status.

      AI Operations Analyst, Growth monthly

    6. 6

      Review perks

      Quarterly.

      CRM Manager quarterly

    First result
    1 quarter
    Cost
    Staff time only
    Owner
    CRM Manager

    Smallest test

    Give members a 24-hour early window on the next sale.

    Why it works

    Give members early access to each sale and to restocks, show the member perks at the return step and in the help center, and invite every first-time buyer to join after delivery.

    Early access rewards loyalty without discounting, and members return more often.

    Risks and how to handle them

    • Free returns cost

      Keep the keep-one-item rule.

    Evidence

    • Help centerDemand signals: a Waitlisted item means "we will most likely be making more", and shoppers leave their email with "preferred color and size". "We're not offering any promos or discounts"; sales "are always announced through our newsletter".Source
    • Help centerReturns: 30 days; "A return shipping fee applies to all returned orders" ($8 in the US, GBP 6 in the UK, CAD 10 in Canada); no fee for "in-store returns, Instant RefCredit refunds, exchanges, or Friends with Benefits loyalty program members who keep at least one item". Online exchanges and Instant Ref Credit are "US ONLY", and a return needs a Ref account.Source
    • News coverageSecond quarter 2026 (first results as a public company, NYSE: REF): net revenue $155.2 million, up 24.1%; direct to consumer up 21.2%; active customers up 22.9% while DTC revenue per customer fell 1.4%, mainly because new customers "typically start with lower spending"; international revenue up 36.8%; wholesale up 48.7%; 70 stores, with about 15 to 16 new stores planned for 2026.Source

03

How Programmable can help

Where an idea in this playbook is something Programmable builds or runs, it's listed here with what we'd do. Everything else is yours to run.

ProgrammableDigital

Show it, don't just describe it

These ideas need something to show: a demo, a video, an animation, graphics or a deck. Digital turns screenshots or the site into all of them, in the company's own brand.

Make a demo (opens programmable.digital in a new tab)
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See every playbook and website review

Independent research. Programmable wrote this playbook from public sources, as they stood on October 22, 2026, and cites them throughout. Reformation did not commission, review or endorse it, and Programmable is not affiliated with Reformation. Company and product names are trademarks of their owners, used only to identify them. The ideas are suggestions and opinion, not professional, legal or financial advice, and not statements about how Reformation runs its business.

Something wrong, or do you represent Reformation? Email [email protected] and we will correct it or take it down.

30/60/90 roadmap

What to focus on in each month, and the ideas that carry it.

  1. Days 1 to 306 ideas

    Homepage responsiveness, null-search fixes, job post clean-up, returns to stores, fit notes and coming-soon store pages.

  2. Days 31 to 6012 ideas

    Second-order plan, ad anomaly agent, waitlist reorders, accessory pairings, try-on video, press sales report, bridal boards, UK shipping test, holiday stylists and localization; the footprint sort and loyalty early access.

  3. Days 61 to 904 ideas

    Commit to the omnichannel program, a resale pilot and one growth dashboard; restart YouTube.

The research behind the plan

3 research areas, each summarised in a few lines. Open any of them for the full detail.

Customers

What customers say

Customers value flattering dresses and denim. The most cited problem: unsure about fit and size.

  • Sustainability with numbers behind it (RefScale)
  • Return fees on online orders
  • In their words: “true to size”

Market

Competitive landscape

5 competitors compared: Aritzia, STAUD, Sezane, Christy Dawn and 1 more.

  • Gap to exploit: Bridal party shopping for groups
  • Aritzia: Less sustainability focus
  • STAUD: Smaller store presence

Hiring signals

Reformation is building a more automated, more local growth engine.

  • AI Operations Analyst, Growth: Ad pipelines, LLM agents and anomaly alerts. Ideas 1, 8, 19.
  • Ecommerce Site Merchandising Associate: Homepage performance, null searches, localized content. Ideas 1, 2, 6, 16.
  • Ecommerce Producer: Every product photo and video shoot. Ideas 11, 21.

From the team that wrote this playbook

All products
  • ProgrammableAgencyWorking AI systems in days, not quarters (opens programmable.agency in a new tab)
  • ProgrammableInfoAn agent that finds, researches and asks first (opens programmable.info in a new tab)
  • ProgrammableDigitalScreenshots in, an animated product demo out (opens programmable.digital in a new tab)
  • ProgrammableWatchKnow the day a supplier falls out of compliance (opens programmable.watch in a new tab)
  • ProgrammableTalkGet registrants for your events, and know who’s coming (opens programmable.talk in a new tab)
  • ProgrammablePageText what you need, your customer gets a page that works (opens programmable.page in a new tab)
  • ProgrammableCommunityForums with labelled AI members, never empty (opens programmable.community in a new tab)
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