Plotly growth playbook

Feed the pages from the live daily run, so the index shows one success rate with its date and method, and every dataset page shows its latest run date and all three attempts. Add what a searcher came for: a screenshot or embed of the generated dashboard, the chart types Studio chose and why, a short code excerpt, and a "Build this with your data" button that opens Studio with the dataset. Title each page for the search ("Supermarket sales dashboard in Python, built by AI"), and fold the weakest test files into category pages.

Data people search for dashboards for specific datasets and trust measured results. Fresh, consistent numbers turn the benchmark into proof, and real content turns 302 thin pages into 302 entry points to Studio.

[ ] One success rate, dated, with method link
[ ] Latest run date and all three attempts
[ ] Screenshot or embed of the generated dashboard
[ ] Chart types chosen and why
[ ] Short code excerpt
[ ] "Build this with your data" button
[ ] Search-led title and two-paragraph intro
[ ] Dataset licence noted

• A bad day lowers the published rate

  Show a rolling 30-day rate with the date and method.

• Dataset licences

  Keep only datasets whose licences allow redistribution.

• Your websitePlotly Studio Benchmarks page: "Every day, we run a CI benchmark" across real-world datasets, "Each dataset receives three generation attempts", and "Our 99.1% success rate means that you can trust Plotly Studio"; the summary on the same page shows "Success Rate 92.5%", "302 Apps Generated Daily (302 datasets × 3 attempts each)" next to "302 total attempts", and a median generation time of 98 s.Source
• Your websiteThe 302 individual benchmark pages (for example Supermarket Sales, NASA Global Landslide Catalog, Tesla Stock Price, Diabetes Health Indicators, San Francisco 311) each have about 1,800 characters of text: a one-line description, "1 / 1 ATTEMPTS PASSED", outline and generation times, "Generated On December 20, 2025" and "Download Dataset". Checked on five pages on October 23, 2026. They are 302 of the 756 URLs in plotly.com's main sitemap.Source
• HiringMarketing Manager, Content & Web (remote Canada, posted October 8, 2026): owns "end-to-end website copy, including homepages, product pages, solution pages, landing pages, blog posts"; will "Manage site-wide heading architecture ... to optimize SEO performance" and keep "a strong SEO site architecture"; runs the blog program and "daily social media content and posting cadence"; creates collateral from templates; supports "SEO/AEO execution by optimizing metadata, on-page content, and heading structures"; reviews AI-generated content "to match Plotly's tone and voice"; works with Marketing Operations, Front-End Web Development and Product.Source
• Your websitePlotly Studio page: "AI-Native Data Analytics, Visualization, and App Generation", a desktop app for macOS and Windows or "embedded in your Dash app"; connects to Snowflake, Databricks, BigQuery, Postgres, MySQL, SQL Server, MotherDuck, Oracle and CSV; "Publish directly to Plotly Cloud or Dash Enterprise with a single click".Source

Set heading rules for each template (one H1, H2 per section, H3 per card, labels as styled text), fix the homepage, product, solution and pricing templates first, and make the flagged links real anchors. Add a heading check to the publishing checklist.

Clear structure helps search engines and AI assistants understand what each page is about, and fixing the templates fixes hundreds of pages at once.

• Visual changes

  Keep styles; change only the tags.

• Your websiteHomepage headings: one H1 ("Plotly builds the enterprise platform and open-source frameworks to deliver internal apps and analytics..."), industry labels as H6 above H3s, testimonials as H5 and H6, and repeated H2s ("Changelog" twice, the industries line twice). Google's audit flags "Heading elements are not in a sequentially-descending order" and "Links are not crawlable".Source
• HiringMarketing Manager, Content & Web (remote Canada, posted October 8, 2026): owns "end-to-end website copy, including homepages, product pages, solution pages, landing pages, blog posts"; will "Manage site-wide heading architecture ... to optimize SEO performance" and keep "a strong SEO site architecture"; runs the blog program and "daily social media content and posting cadence"; creates collateral from templates; supports "SEO/AEO execution by optimizing metadata, on-page content, and heading structures"; reviews AI-generated content "to match Plotly's tone and voice"; works with Marketing Operations, Front-End Web Development and Product.Source
• Google PageSpeedHomepage on a phone: speed score 32/100, main content after 21 s in the lab, 5.5 MB downloaded; biggest fixes are cache lifetimes (about 1.8 MB) and unused JavaScript (about 1.3 MB). Real visitors load fast (Chrome UX Report LCP 1.4 s, CLS 0). About two dozen third-party services load, including several ad, visitor-identification and IP-lookup tools.Source

Merge the three Dash framework pages into one current page with Posit and Streamlit as they are today, redirect the others, update the Dash Enterprise platform comparison with current competitor names and Dash Enterprise 6 features, and date each page.

Comparison searches are high intent, and outdated names undermine trust with exactly the technical buyers reading them.

• Losing rankings from merges

  301 redirects and keep the best URL.

• Your websiteComparison pages: "How do Dash, Posit (Shiny), and Streamlit compare?", "How do Dash, Shiny, Streamlit, and Bokeh compare?" (lists Dash at "1M+" downloads a month), "Dash Enterprise vs RStudio, Anaconda, Streamlit" (still says "RStudio Connect", "Anaconda Enterprise" and "Streamlit for Teams") and "Dash Enterprise for Python vs Common BI Software"; there is no comparison page for Plotly Studio.Source
• Your website"12 Months in Review (Sept, 2026)": two new product lines, Plotly Studio (desktop and embedded) and Plotly Cloud; Dash Enterprise 6.0 (February 2026) for "100s-1,000s of AI-built apps"; "Dash exceeded 7 million downloads in a month"; 415 merged pull requests by 109 contributors. It names the libraries as "Plotly.js 7.0/Plotly.py 4.0", while the homepage links "Announcing Plotly.js 4.0 and Plotly.py 7.0" and the docs show Python v7.1.0 and JavaScript v4.1.1.Source
• Competitor researchRivals' own homepages: Streamlit, "A faster way to build and share data apps"; Hex, "The Analytics platform for humans and agents" with conversational analytics; Posit, "the enterprise data science platform trusted by 52 of the Fortune 100" for R and Python; Plotly's own BI comparison names Tableau, Power BI and Looker.See the research Source

Write fair pages: Studio vs Hex, Studio vs analysing data in a general chat assistant, Studio vs BI copilots. Focus on what Studio does differently: code behind every step, clarifying questions, apps that publish to Cloud or Dash Enterprise, and benchmark results.

Shoppers for a new category search comparisons first, and Studio's "code you can verify" angle is easiest to show side by side.

• Claims go stale fast

  Date each test and link the method.

• Your websiteComparison pages: "How do Dash, Posit (Shiny), and Streamlit compare?", "How do Dash, Shiny, Streamlit, and Bokeh compare?" (lists Dash at "1M+" downloads a month), "Dash Enterprise vs RStudio, Anaconda, Streamlit" (still says "RStudio Connect", "Anaconda Enterprise" and "Streamlit for Teams") and "Dash Enterprise for Python vs Common BI Software"; there is no comparison page for Plotly Studio.Source
• Your websitePlotly Studio page: "AI-Native Data Analytics, Visualization, and App Generation", a desktop app for macOS and Windows or "embedded in your Dash app"; connects to Snowflake, Databricks, BigQuery, Postgres, MySQL, SQL Server, MotherDuck, Oracle and CSV; "Publish directly to Plotly Cloud or Dash Enterprise with a single click".Source
• Competitor researchRivals' own homepages: Streamlit, "A faster way to build and share data apps"; Hex, "The Analytics platform for humans and agents" with conversational analytics; Posit, "the enterprise data science platform trusted by 52 of the Fortune 100" for R and Python; Plotly's own BI comparison names Tableau, Power BI and Looker.See the research Source
• Your websitePlotly Studio Benchmarks page: "Every day, we run a CI benchmark" across real-world datasets, "Each dataset receives three generation attempts", and "Our 99.1% success rate means that you can trust Plotly Studio"; the summary on the same page shows "Success Rate 92.5%", "302 Apps Generated Daily (302 datasets × 3 attempts each)" next to "302 total attempts", and a median generation time of 98 s.Source

Keep one internal fact sheet (downloads, versions, success rates, customer counts, certifications) with an owner and update date, and use it for every page, deck, social post and AI-drafted piece. Fix the year-in-review version numbers now.

Consistent numbers build trust with technical readers and stop AI tools from repeating the wrong ones.

• Sheet goes stale

  Owner per number and a monthly check.

• Your website"12 Months in Review (Sept, 2026)": two new product lines, Plotly Studio (desktop and embedded) and Plotly Cloud; Dash Enterprise 6.0 (February 2026) for "100s-1,000s of AI-built apps"; "Dash exceeded 7 million downloads in a month"; 415 merged pull requests by 109 contributors. It names the libraries as "Plotly.js 7.0/Plotly.py 4.0", while the homepage links "Announcing Plotly.js 4.0 and Plotly.py 7.0" and the docs show Python v7.1.0 and JavaScript v4.1.1.Source
• Your websiteComparison pages: "How do Dash, Posit (Shiny), and Streamlit compare?", "How do Dash, Shiny, Streamlit, and Bokeh compare?" (lists Dash at "1M+" downloads a month), "Dash Enterprise vs RStudio, Anaconda, Streamlit" (still says "RStudio Connect", "Anaconda Enterprise" and "Streamlit for Teams") and "Dash Enterprise for Python vs Common BI Software"; there is no comparison page for Plotly Studio.Source
• Your websitePlotly Studio Benchmarks page: "Every day, we run a CI benchmark" across real-world datasets, "Each dataset receives three generation attempts", and "Our 99.1% success rate means that you can trust Plotly Studio"; the summary on the same page shows "Success Rate 92.5%", "302 Apps Generated Daily (302 datasets × 3 attempts each)" next to "302 total attempts", and a median generation time of 98 s.Source
• HiringMarketing Manager, Content & Web (remote Canada, posted October 8, 2026): owns "end-to-end website copy, including homepages, product pages, solution pages, landing pages, blog posts"; will "Manage site-wide heading architecture ... to optimize SEO performance" and keep "a strong SEO site architecture"; runs the blog program and "daily social media content and posting cadence"; creates collateral from templates; supports "SEO/AEO execution by optimizing metadata, on-page content, and heading structures"; reviews AI-generated content "to match Plotly's tone and voice"; works with Marketing Operations, Front-End Web Development and Product.Source

Find five teams using Studio or Cloud (from paid Pro seats, community apps and Enterprise customers trying Studio Embedded), write short stories with time saved and apps published, and place them on the Studio, Cloud and pricing pages.

New buyers want to see someone like them using the new product, not the older one.

• Customers decline to be named

  Publish with role and industry.

• Your websiteUser stories: 42 pages in the sitemap (S&P Global, Intuit, CIBC, NHS Foundation Trust, Johnson Matthey, Komatsu, Hydro-Québec, UK Power Networks, NREL, Kansas City Chiefs and others), all about Dash or Dash Enterprise; none is about Plotly Studio or Plotly Cloud.Source
• Your website"12 Months in Review (Sept, 2026)": two new product lines, Plotly Studio (desktop and embedded) and Plotly Cloud; Dash Enterprise 6.0 (February 2026) for "100s-1,000s of AI-built apps"; "Dash exceeded 7 million downloads in a month"; 415 merged pull requests by 109 contributors. It names the libraries as "Plotly.js 7.0/Plotly.py 4.0", while the homepage links "Announcing Plotly.js 4.0 and Plotly.py 7.0" and the docs show Python v7.1.0 and JavaScript v4.1.1.Source
• Your websiteThe first "Analytics Vibe-a-Thon" ran September 15 – October 6, 2025: build apps with Plotly Studio and publish them on Plotly Cloud, with "Cash prizes, swag". The Examples page has "Community" and "Plotly Studio apps only" filters and a "Share your app" button.Source
• Your websitePricing: Free is "$0", "10 Plotly credit trial", 1 creator, 3 private viewers, 1 app; Pro is "$29 per Creator seat / month" with "30 Plotly credits monthly", "Additional credits are $1 each", 10 private viewers, unlimited apps; Enterprise is custom ("Unlimited AI usage with your own private LLM", SOC II, ISO 27001, 27701 and 42001). The page does not say what one credit buys.Source

Check how these parameters arrive in analytics and the CRM; map them or switch to utm_ parameters with the same values. Then report Studio downloads and Pro sign-ups by doc page.

Without attribution, the docs' contribution to Studio adoption is invisible, and budget follows what is visible.

• Breaking existing reports

  Keep both parameter sets for a month.

• Your websiteGraphing-library docs (for example "Line charts in Python", one of 246 Python and 204 JavaScript doc pages in their own sitemaps) carry Plotly Studio banners and links with custom "source=", "medium=" and "campaign=" parameters (for example "?source=graphing_libraries&medium=documentation&content=footer") rather than standard utm_ parameters.Source
• Google PageSpeedHomepage on a phone: speed score 32/100, main content after 21 s in the lab, 5.5 MB downloaded; biggest fixes are cache lifetimes (about 1.8 MB) and unused JavaScript (about 1.3 MB). Real visitors load fast (Chrome UX Report LCP 1.4 s, CLS 0). About two dozen third-party services load, including several ad, visitor-identification and IP-lookup tools.Source
• HiringMarketing Manager, Content & Web (remote Canada, posted October 8, 2026): owns "end-to-end website copy, including homepages, product pages, solution pages, landing pages, blog posts"; will "Manage site-wide heading architecture ... to optimize SEO performance" and keep "a strong SEO site architecture"; runs the blog program and "daily social media content and posting cadence"; creates collateral from templates; supports "SEO/AEO execution by optimizing metadata, on-page content, and heading structures"; reviews AI-generated content "to match Plotly's tone and voice"; works with Marketing Operations, Front-End Web Development and Product.Source

Add an "Open in Studio" button next to examples that opens Studio Desktop (or the download) with the example's chart type and sample dataset, ready to swap in the reader's data. Track opens and downloads per chart type.

A specific next step at the point of need converts better than a banner.

• Docs readers dislike sales prompts

  Keep it a small, useful button.

• Your websiteGraphing-library docs (for example "Line charts in Python", one of 246 Python and 204 JavaScript doc pages in their own sitemaps) carry Plotly Studio banners and links with custom "source=", "medium=" and "campaign=" parameters (for example "?source=graphing_libraries&medium=documentation&content=footer") rather than standard utm_ parameters.Source
• Your websitePlotly Studio page: "AI-Native Data Analytics, Visualization, and App Generation", a desktop app for macOS and Windows or "embedded in your Dash app"; connects to Snowflake, Databricks, BigQuery, Postgres, MySQL, SQL Server, MotherDuck, Oracle and CSV; "Publish directly to Plotly Cloud or Dash Enterprise with a single click".Source
• Social channelsYouTube @plotly: 14,600 subscribers and 379 videos; Plotly is also on LinkedIn, X (@plotlygraphs), Bluesky, Instagram, Facebook, Discord and a community forum; the main npm packages total about 1.8 million weekly downloads.Source

Add a short table: typical credits for generating an app, refining a chart, a Studio Embedded question, and storage, with examples from the benchmark datasets. Add the same line inside Studio when credits run low.

Buyers hesitate when the unit of price is unclear; real examples make $29 a month easy to judge.

• Usage varies widely

  Show ranges, not promises.

• Your websitePricing: Free is "$0", "10 Plotly credit trial", 1 creator, 3 private viewers, 1 app; Pro is "$29 per Creator seat / month" with "30 Plotly credits monthly", "Additional credits are $1 each", 10 private viewers, unlimited apps; Enterprise is custom ("Unlimited AI usage with your own private LLM", SOC II, ISO 27001, 27701 and 42001). The page does not say what one credit buys.Source
• Your websitePlotly Studio Benchmarks page: "Every day, we run a CI benchmark" across real-world datasets, "Each dataset receives three generation attempts", and "Our 99.1% success rate means that you can trust Plotly Studio"; the summary on the same page shows "Success Rate 92.5%", "302 Apps Generated Daily (302 datasets × 3 attempts each)" next to "302 total attempts", and a median generation time of 98 s.Source
• Your websitePlotly Studio page: "AI-Native Data Analytics, Visualization, and App Generation", a desktop app for macOS and Windows or "embedded in your Dash app"; connects to Snowflake, Databricks, BigQuery, Postgres, MySQL, SQL Server, MotherDuck, Oracle and CSV; "Publish directly to Plotly Cloud or Dash Enterprise with a single click".Source

Each month, turn four webinars into articles with code, charts and the key clips, linked from the video page. Prioritise topics where Plotly has user stories or Studio features.

Repurposing proven talks is the fastest way to fill an editorial calendar with expert material.

• Thin AI rewrites

  Edit each piece and add code.

• Your websiteContent library in the sitemaps: 161 blog posts, 75 video pages, 43 webinars, 13 Plotly University tutorials, 9 data-source guides ("connect Snowflake / Databricks / BigQuery / ... to Plotly Studio"), solution pages for energy, finance, manufacturing, retail, healthcare and aerospace, a "Dashboard Demons" quiz and a "State of Vibe Analytics" report.Source
• HiringMarketing Manager, Content & Web (remote Canada, posted October 8, 2026): owns "end-to-end website copy, including homepages, product pages, solution pages, landing pages, blog posts"; will "Manage site-wide heading architecture ... to optimize SEO performance" and keep "a strong SEO site architecture"; runs the blog program and "daily social media content and posting cadence"; creates collateral from templates; supports "SEO/AEO execution by optimizing metadata, on-page content, and heading structures"; reviews AI-generated content "to match Plotly's tone and voice"; works with Marketing Operations, Front-End Web Development and Product.Source
• Social channelsYouTube @plotly: 14,600 subscribers and 379 videos; Plotly is also on LinkedIn, X (@plotlygraphs), Bluesky, Instagram, Facebook, Discord and a community forum; the main npm packages total about 1.8 million weekly downloads.Source

Post one chart a day from a benchmark dashboard, with the dataset, the prompt-free generation time and a link to the page. Rotate categories by audience (finance Monday, sports Friday) and track clicks to Studio.

It solves the daily-posting problem with content Plotly already owns, and every post is a live product demo.

• Repetitive feed

  Mix in customer and release posts.

• Your websitePlotly Studio Benchmarks page: "Every day, we run a CI benchmark" across real-world datasets, "Each dataset receives three generation attempts", and "Our 99.1% success rate means that you can trust Plotly Studio"; the summary on the same page shows "Success Rate 92.5%", "302 Apps Generated Daily (302 datasets × 3 attempts each)" next to "302 total attempts", and a median generation time of 98 s.Source
• Your websiteThe 302 individual benchmark pages (for example Supermarket Sales, NASA Global Landslide Catalog, Tesla Stock Price, Diabetes Health Indicators, San Francisco 311) each have about 1,800 characters of text: a one-line description, "1 / 1 ATTEMPTS PASSED", outline and generation times, "Generated On December 20, 2025" and "Download Dataset". Checked on five pages on October 23, 2026. They are 302 of the 756 URLs in plotly.com's main sitemap.Source
• HiringMarketing Manager, Content & Web (remote Canada, posted October 8, 2026): owns "end-to-end website copy, including homepages, product pages, solution pages, landing pages, blog posts"; will "Manage site-wide heading architecture ... to optimize SEO performance" and keep "a strong SEO site architecture"; runs the blog program and "daily social media content and posting cadence"; creates collateral from templates; supports "SEO/AEO execution by optimizing metadata, on-page content, and heading structures"; reviews AI-generated content "to match Plotly's tone and voice"; works with Marketing Operations, Front-End Web Development and Product.Source
• Social channelsYouTube @plotly: 14,600 subscribers and 379 videos; Plotly is also on LinkedIn, X (@plotlygraphs), Bluesky, Instagram, Facebook, Discord and a community forum; the main npm packages total about 1.8 million weekly downloads.Source

Set long cache lifetimes on static assets, split unused JavaScript, and review the tag list with Marketing Operations: give each tool an owner, remove overlaps, and load the rest after consent or interaction.

Fewer overlapping tools means faster pages, cleaner data and lower cost.

• Losing data

  Agree with each owner before removing.

• Google PageSpeedHomepage on a phone: speed score 32/100, main content after 21 s in the lab, 5.5 MB downloaded; biggest fixes are cache lifetimes (about 1.8 MB) and unused JavaScript (about 1.3 MB). Real visitors load fast (Chrome UX Report LCP 1.4 s, CLS 0). About two dozen third-party services load, including several ad, visitor-identification and IP-lookup tools.Source
• HiringMarketing Manager, Content & Web (remote Canada, posted October 8, 2026): owns "end-to-end website copy, including homepages, product pages, solution pages, landing pages, blog posts"; will "Manage site-wide heading architecture ... to optimize SEO performance" and keep "a strong SEO site architecture"; runs the blog program and "daily social media content and posting cadence"; creates collateral from templates; supports "SEO/AEO execution by optimizing metadata, on-page content, and heading structures"; reviews AI-generated content "to match Plotly's tone and voice"; works with Marketing Operations, Front-End Web Development and Product.Source

For each industry, show three matching stories, one Studio-generated example on a public industry dataset, the data sources that industry uses, and a demo form tagged by industry.

Industry buyers look for peers first, and the pages give sales a link for every vertical.

• Thin industries

  Start with energy and finance.

• Your websiteContent library in the sitemaps: 161 blog posts, 75 video pages, 43 webinars, 13 Plotly University tutorials, 9 data-source guides ("connect Snowflake / Databricks / BigQuery / ... to Plotly Studio"), solution pages for energy, finance, manufacturing, retail, healthcare and aerospace, a "Dashboard Demons" quiz and a "State of Vibe Analytics" report.Source
• Your websiteUser stories: 42 pages in the sitemap (S&P Global, Intuit, CIBC, NHS Foundation Trust, Johnson Matthey, Komatsu, Hydro-Québec, UK Power Networks, NREL, Kansas City Chiefs and others), all about Dash or Dash Enterprise; none is about Plotly Studio or Plotly Cloud.Source
• Your websitePlotly Studio page: "AI-Native Data Analytics, Visualization, and App Generation", a desktop app for macOS and Windows or "embedded in your Dash app"; connects to Snowflake, Databricks, BigQuery, Postgres, MySQL, SQL Server, MotherDuck, Oracle and CSV; "Publish directly to Plotly Cloud or Dash Enterprise with a single click".Source
• Your websiteHomepage headings: one H1 ("Plotly builds the enterprise platform and open-source frameworks to deliver internal apps and analytics..."), industry labels as H6 above H3s, testimonials as H5 and H6, and repeated H2s ("Changelog" twice, the industries line twice). Google's audit flags "Heading elements are not in a sequentially-descending order" and "Links are not crawlable".Source

Check Studio connection logs for the sources users try most, then add guides for the next ten (for example Redshift, Excel and SharePoint, Microsoft Fabric, which already has a University tutorial). Keep the same template with a working sample.

Each guide matches a high-intent search and removes a setup blocker.

• Connectors change

  Review guides quarterly.

• Your websiteContent library in the sitemaps: 161 blog posts, 75 video pages, 43 webinars, 13 Plotly University tutorials, 9 data-source guides ("connect Snowflake / Databricks / BigQuery / ... to Plotly Studio"), solution pages for energy, finance, manufacturing, retail, healthcare and aerospace, a "Dashboard Demons" quiz and a "State of Vibe Analytics" report.Source
• Your websitePlotly Studio page: "AI-Native Data Analytics, Visualization, and App Generation", a desktop app for macOS and Windows or "embedded in your Dash app"; connects to Snowflake, Databricks, BigQuery, Postgres, MySQL, SQL Server, MotherDuck, Oracle and CSV; "Publish directly to Plotly Cloud or Dash Enterprise with a single click".Source

Pick 30 core questions, check which sources assistants cite today, add short direct answers with code at the top of the matching pages, and keep them current with the fact sheet. Recheck monthly.

Being cited in answers keeps Plotly the default choice as search shifts to assistants.

• Answers change often

  Track trends, not single checks.

• HiringMarketing Manager, Content & Web (remote Canada, posted October 8, 2026): owns "end-to-end website copy, including homepages, product pages, solution pages, landing pages, blog posts"; will "Manage site-wide heading architecture ... to optimize SEO performance" and keep "a strong SEO site architecture"; runs the blog program and "daily social media content and posting cadence"; creates collateral from templates; supports "SEO/AEO execution by optimizing metadata, on-page content, and heading structures"; reviews AI-generated content "to match Plotly's tone and voice"; works with Marketing Operations, Front-End Web Development and Product.Source
• Your websiteGraphing-library docs (for example "Line charts in Python", one of 246 Python and 204 JavaScript doc pages in their own sitemaps) carry Plotly Studio banners and links with custom "source=", "medium=" and "campaign=" parameters (for example "?source=graphing_libraries&medium=documentation&content=footer") rather than standard utm_ parameters.Source
• Your website"12 Months in Review (Sept, 2026)": two new product lines, Plotly Studio (desktop and embedded) and Plotly Cloud; Dash Enterprise 6.0 (February 2026) for "100s-1,000s of AI-built apps"; "Dash exceeded 7 million downloads in a month"; 415 merged pull requests by 109 contributors. It names the libraries as "Plotly.js 7.0/Plotly.py 4.0", while the homepage links "Announcing Plotly.js 4.0 and Plotly.py 7.0" and the docs show Python v7.1.0 and JavaScript v4.1.1.Source

Offer each Dash Enterprise account a pilot on one high-traffic app, measure questions asked and time saved, and use the result for an expansion conversation. Use the platform telemetry the engineering team is building to find the best apps.

Expansion inside existing accounts is the cheapest revenue, and a pilot on a familiar app avoids new-tool resistance.

• Security review delays

  Offer the private-LLM option up front.

• Your website"12 Months in Review (Sept, 2026)": two new product lines, Plotly Studio (desktop and embedded) and Plotly Cloud; Dash Enterprise 6.0 (February 2026) for "100s-1,000s of AI-built apps"; "Dash exceeded 7 million downloads in a month"; 415 merged pull requests by 109 contributors. It names the libraries as "Plotly.js 7.0/Plotly.py 4.0", while the homepage links "Announcing Plotly.js 4.0 and Plotly.py 7.0" and the docs show Python v7.1.0 and JavaScript v4.1.1.Source
• HiringSenior/Staff Software Engineer, Platform (remote Canada, posted September 11, 2026): Dash Enterprise "lets organizations deploy, scale, secure, and govern those applications inside their own Kubernetes clusters, on-prem or in their private cloud"; the engineer will "turn the telemetry that comes back from customers' deployments into product improvements". Plotly's open-source libraries "are downloaded millions of times per day".Source
• Your websiteUser stories: 42 pages in the sitemap (S&P Global, Intuit, CIBC, NHS Foundation Trust, Johnson Matthey, Komatsu, Hydro-Québec, UK Power Networks, NREL, Kansas City Chiefs and others), all about Dash or Dash Enterprise; none is about Plotly Studio or Plotly Cloud.Source

Run a quarterly challenge with a theme dataset from the benchmark library, prizes, and a judging stream; feature winners on the Examples page and in social.

Challenges create fresh apps, content and Cloud sign-ups on a predictable schedule.

• Low entries

  Partner with universities and data communities.

• Your websiteThe first "Analytics Vibe-a-Thon" ran September 15 – October 6, 2025: build apps with Plotly Studio and publish them on Plotly Cloud, with "Cash prizes, swag". The Examples page has "Community" and "Plotly Studio apps only" filters and a "Share your app" button.Source
• Your websitePlotly Studio Benchmarks page: "Every day, we run a CI benchmark" across real-world datasets, "Each dataset receives three generation attempts", and "Our 99.1% success rate means that you can trust Plotly Studio"; the summary on the same page shows "Success Rate 92.5%", "302 Apps Generated Daily (302 datasets × 3 attempts each)" next to "302 total attempts", and a median generation time of 98 s.Source
• Social channelsYouTube @plotly: 14,600 subscribers and 379 videos; Plotly is also on LinkedIn, X (@plotlygraphs), Bluesky, Instagram, Facebook, Discord and a community forum; the main npm packages total about 1.8 million weekly downloads.Source

Publish the method, datasets and scoring as an open benchmark, invite other tools to submit results, and keep a public, dated table. Plotly's own results sit alongside, scored the same way.

Owning the yardstick in a new category earns press, links and trust, and Studio's results become verifiable.

• Plotly not top on every test

  Publish anyway; credibility is the point.

• #1 Make the 302 Studio benchmark pages current and worth landing on

• Your websitePlotly Studio Benchmarks page: "Every day, we run a CI benchmark" across real-world datasets, "Each dataset receives three generation attempts", and "Our 99.1% success rate means that you can trust Plotly Studio"; the summary on the same page shows "Success Rate 92.5%", "302 Apps Generated Daily (302 datasets × 3 attempts each)" next to "302 total attempts", and a median generation time of 98 s.Source
• Your websiteThe 302 individual benchmark pages (for example Supermarket Sales, NASA Global Landslide Catalog, Tesla Stock Price, Diabetes Health Indicators, San Francisco 311) each have about 1,800 characters of text: a one-line description, "1 / 1 ATTEMPTS PASSED", outline and generation times, "Generated On December 20, 2025" and "Download Dataset". Checked on five pages on October 23, 2026. They are 302 of the 756 URLs in plotly.com's main sitemap.Source
• Competitor researchRivals' own homepages: Streamlit, "A faster way to build and share data apps"; Hex, "The Analytics platform for humans and agents" with conversational analytics; Posit, "the enterprise data science platform trusted by 52 of the Fortune 100" for R and Python; Plotly's own BI comparison names Tableau, Power BI and Looker.See the research Source

Run the survey every year inside the docs, forum and Studio, aim for thousands of responses, publish trend charts year over year, and give each industry a short cut of the data for sales.

A repeated survey becomes a reference others quote, and the reach of the docs makes it possible.

• Biased sample

  Report sample makeup.

• Your websiteContent library in the sitemaps: 161 blog posts, 75 video pages, 43 webinars, 13 Plotly University tutorials, 9 data-source guides ("connect Snowflake / Databricks / BigQuery / ... to Plotly Studio"), solution pages for energy, finance, manufacturing, retail, healthcare and aerospace, a "Dashboard Demons" quiz and a "State of Vibe Analytics" report.Source
• Your website"12 Months in Review (Sept, 2026)": two new product lines, Plotly Studio (desktop and embedded) and Plotly Cloud; Dash Enterprise 6.0 (February 2026) for "100s-1,000s of AI-built apps"; "Dash exceeded 7 million downloads in a month"; 415 merged pull requests by 109 contributors. It names the libraries as "Plotly.js 7.0/Plotly.py 4.0", while the homepage links "Announcing Plotly.js 4.0 and Plotly.py 7.0" and the docs show Python v7.1.0 and JavaScript v4.1.1.Source
• Social channelsYouTube @plotly: 14,600 subscribers and 379 videos; Plotly is also on LinkedIn, X (@plotlygraphs), Bluesky, Instagram, Facebook, Discord and a community forum; the main npm packages total about 1.8 million weekly downloads.Source

Detect Cloud organizations with many viewers, private data sources or SSO interest, offer a guided move to Dash Enterprise with app migration tools, and hand them to sales with usage context.

Growing accounts are the best enterprise leads, and a smooth path keeps them on Plotly.

• Self-serve users resist sales

  Offer help, keep Cloud working.

• Your websitePricing: Free is "$0", "10 Plotly credit trial", 1 creator, 3 private viewers, 1 app; Pro is "$29 per Creator seat / month" with "30 Plotly credits monthly", "Additional credits are $1 each", 10 private viewers, unlimited apps; Enterprise is custom ("Unlimited AI usage with your own private LLM", SOC II, ISO 27001, 27701 and 42001). The page does not say what one credit buys.Source
• HiringSenior/Staff Software Engineer, Platform (remote Canada, posted September 11, 2026): Dash Enterprise "lets organizations deploy, scale, secure, and govern those applications inside their own Kubernetes clusters, on-prem or in their private cloud"; the engineer will "turn the telemetry that comes back from customers' deployments into product improvements". Plotly's open-source libraries "are downloaded millions of times per day".Source
• Your website"12 Months in Review (Sept, 2026)": two new product lines, Plotly Studio (desktop and embedded) and Plotly Cloud; Dash Enterprise 6.0 (February 2026) for "100s-1,000s of AI-built apps"; "Dash exceeded 7 million downloads in a month"; 415 merged pull requests by 109 contributors. It names the libraries as "Plotly.js 7.0/Plotly.py 4.0", while the homepage links "Announcing Plotly.js 4.0 and Plotly.py 7.0" and the docs show Python v7.1.0 and JavaScript v4.1.1.Source

For each demon, show the Studio or Dash feature that fixes it, a two-minute video and a download link, and make the result shareable. Follow up by email with the hours figure.

People act on a personal number, and a matched fix turns a quiz into a trial.

• Gimmicky

  Keep the advice practical.

• Your websiteDashboard Demons quiz: "We've identified six dashboard demons that steal time from BI teams. Take the quiz to discover which one is haunting your workflow and exactly how many hours per week it's costing you."Source
• Your websitePlotly Studio page: "AI-Native Data Analytics, Visualization, and App Generation", a desktop app for macOS and Windows or "embedded in your Dash app"; connects to Snowflake, Databricks, BigQuery, Postgres, MySQL, SQL Server, MotherDuck, Oracle and CSV; "Publish directly to Plotly Cloud or Dash Enterprise with a single click".Source

Publish a free Figma community file with Dash components and layouts, a guide to turning it into a Dash app or a Studio prompt, and a link to the Design Kit for teams.

Designers are an untapped audience that influences which framework gets used.

• Kit out of date

  Update with each Dash release.

• Your websitePlotly runs a "Figma to Dash" webinar ("Transform Figma mockups into production-ready Dash apps") and offers the Dash Design Kit to Enterprise customers.Source
• Your websitePlotly Studio page: "AI-Native Data Analytics, Visualization, and App Generation", a desktop app for macOS and Windows or "embedded in your Dash app"; connects to Snowflake, Databricks, BigQuery, Postgres, MySQL, SQL Server, MotherDuck, Oracle and CSV; "Publish directly to Plotly Cloud or Dash Enterprise with a single click".Source

Publish two 60-second clips a week: one dataset, one prompt-free Studio app, one refinement. Pin a Studio download link and reuse clips on LinkedIn and Bluesky.

Short demos reach beyond existing subscribers and show the product in seconds.

• Low views

  Reuse clips in docs and email.

• Social channelsYouTube @plotly: 14,600 subscribers and 379 videos; Plotly is also on LinkedIn, X (@plotlygraphs), Bluesky, Instagram, Facebook, Discord and a community forum; the main npm packages total about 1.8 million weekly downloads.Source
• Your websitePlotly Studio Benchmarks page: "Every day, we run a CI benchmark" across real-world datasets, "Each dataset receives three generation attempts", and "Our 99.1% success rate means that you can trust Plotly Studio"; the summary on the same page shows "Success Rate 92.5%", "302 Apps Generated Daily (302 datasets × 3 attempts each)" next to "302 total attempts", and a median generation time of 98 s.Source