CarGurus growth playbook

Pull every comparison URL in the sitemap with its robots tag and canonical. Join with search demand for each pair. Index pairs with real demand and complete data, with self-canonicals (and fix pairs that canonicalize to a noindex "customcompare" URL). Drop the rest from the sitemap so crawl effort goes to listings. Add a short written verdict and a link to matching listings on indexed pairs, then track rankings and AI citations for the top 500.

Comparison queries come from shoppers deciding between two cars, one step from searching listings. Each page already holds CarGurus' unique data (prices, deal counts, ratings); it only needs to be allowed to rank.

[ ] Crawl all /research/compare/ URLs in the sitemap
[ ] Record robots tag and canonical per URL
[ ] Join search demand per pair
[ ] Index pairs with demand and complete data
[ ] Self-canonical on every indexed pair
[ ] Remove non-indexed pairs from the sitemap
[ ] Verdict and listings link on the top 500
[ ] Weekly rank and AI-citation report

• Indexing low-value pairs dilutes quality

  Index only pairs with demand and complete data; keep the rest out of the sitemap.

• Your websiteComparison pages sampled from the sitemap on October 23, 2026 (rechecked the same day): 5 of 19 return "noindex, nofollow", including 2022 Volkswagen ID.4 vs 2023 Ford Mustang Mach-E, 2024 Chrysler Pacifica Hybrid vs 2024 Hyundai Ioniq 5, 2024 Nissan Kicks vs 2025 Mazda CX-70 and 2022 Nissan Versa vs 2023 Tesla Model 3. These pages are full: prices, listing counts, expert ratings, pros and cons and specs. One sitemap URL (2023 Mazda CX-5 vs 2024 Toyota RAV4 Hybrid) canonicalizes to a "customcompare" URL that is itself noindex.Source
• Your websiteSitemap (18 files, read October 23, 2026): 892,175 URLs, including 315,906 English used-car listing pages, 222,174 Spanish listing pages under /es/, 160,840 comparison pages under /research/compare/ and 1,788 research articles. The Spanish pages are search and listing pages only; there are no Spanish research articles or buying guides.Source
• HiringContent Engineer (Boston, posted October 19, 2026): runs Contentful publishing and refresh workflows with "AirOps, LLM tools, and related AI-assisted workflows", and will "Track answer-engine optimization (AEO) performance and citation visibility across AI and LLM search experiences; monitor where and how CarGurus content is cited". The goal is to "increase content output without compromising accuracy".Source

Publish one page for data buyers: the datasets (price trends, inventory flow, search and intent signals), coverage and history, delivery (API, SFTP, sample files), use cases by buyer type, and a "request a sample dataset" form routed to the Data Licensing AE. Add a one-line data-licensing CTA to every Intelligence Report and to the Price Trends page, and link it from the press page.

Analysts who read the report or the press coverage are pre-qualified buyers. A visible path turns attention CarGurus already earns into inbound pipeline for a team that otherwise starts cold.

• Free reports reduce the need to buy

  Keep public reports aggregate; license history, granularity and feeds.

• HiringSenior Enterprise Account Executive, Data Licensing: "Build the 0-to-1 Outbound Engine (75% Focus)" across "non-dealer verticals (Hedge Funds, Insurers, OEMs, Consultancies)", with "a mix of inbound leads and sourcing your own pipeline"; turns needs such as "historical pricing trends, inventory flow data, consumer intent metrics" into "APIs, SFTP feeds, and sample datasets".Source
• Dealer websiteCarGurus Intelligence Report - Q3 2026 (October 6, 2026), with a PDF: model-level data such as days to turn for the Toyota bZ (37.6), Hyundai Ioniq 5 (55.0) and Chevrolet Equinox EV (118.2), used RAV4 Hybrid listings at 116% of new MSRP, V8 share of new listings and new EV inventory down 34% year over year. It is published monthly or quarterly on the dealer blog and the page ends with a dealer sales form; it mentions no data licensing or data products.Source
• Your websitePress page: 2026 coverage built on CarGurus data in Forbes, Newsweek, NPR, CNBC, the Wall Street Journal, USA Today, Reuters, Fortune and Business Insider; featured stories on a partnership with NFL quarterback Drake Maye (August 26, 2026), "The Family Fit Factor" with Chicco (September 1, 2026) and VINMax (September 29, 2026).Source
• Your websitePrice Trends page: "Used Car Price Trends - CarGurus Pricing Index" carries a DataCatalog with 48 Dataset entries and 96 DataDownload entries in its structured data, and an en-CA alternate.Source

Add reciprocal hreflang (en, es-US, x-default) to every listing and category page that has a Spanish version, generated from the same URL map that builds the sitemap. Validate on a sample, then watch Spanish impressions in Search Console.

Correct language pairs send Spanish searches to Spanish pages and protect English rankings from duplicates; for a site this size the gain comes from one template change.

• Mismatched pairs

  Generate tags from one URL map and validate automatically.

• Your websiteLanguage tags: the homepage lists en, es-US, en-CA, en-GB and fr-CA alternates, but the sampled English listing page (Used Kia near Atlanta) and its Spanish twin (/es/l-Kia-Usados-Atlanta) each carry only an x-default tag pointing to the English page, with no en/es-US pair.Source
• Your websiteSitemap (18 files, read October 23, 2026): 892,175 URLs, including 315,906 English used-car listing pages, 222,174 Spanish listing pages under /es/, 160,840 comparison pages under /research/compare/ and 1,788 research articles. The Spanish pages are search and listing pages only; there are no Spanish research articles or buying guides.Source

Write a new English and Spanish description that leads with what CarGurus does now (#1 most visited, deal ratings that flag overpriced cars, prices with fees and history). Do the same for the title tags of the top hub pages, then compare click-through in Search Console.

Search snippets are the first pitch most shoppers see, and an outdated one undersells the product.

• Search engines rewrite snippets

  Keep it close to the page copy so it is used.

• Your websiteHomepage: "Shop the #1 most visited car shopping site", deal ratings that are "the only site to identify overpriced", fees, price changes and days on lot shown upfront, Dealership Mode, and "Search in your own words with AI". The meta description still reads "Unbiased car reviews and over a million opinions and photos from real people. Use CarGurus to find the best used car deals." The Spanish homepage uses the same older line in Spanish.Source
• HiringContent Engineer (Boston, posted October 19, 2026): runs Contentful publishing and refresh workflows with "AirOps, LLM tools, and related AI-assisted workflows", and will "Track answer-engine optimization (AEO) performance and citation visibility across AI and LLM search experiences; monitor where and how CarGurus content is cited". The goal is to "increase content output without compromising accuracy".Source

Pick 300 questions across five types (model comparisons, "is X a good deal", best years to buy, price trends, sell-my-car value). Check weekly which sources the main AI assistants and AI search results cite, log CarGurus share by type, and feed gaps into briefs and the comparison-page fix.

What gets measured gets fixed, and the baseline shows which of CarGurus' huge page sets actually earns citations.

• Answers vary run to run

  Run each question several times and track trends, not single checks.

• HiringContent Engineer (Boston, posted October 19, 2026): runs Contentful publishing and refresh workflows with "AirOps, LLM tools, and related AI-assisted workflows", and will "Track answer-engine optimization (AEO) performance and citation visibility across AI and LLM search experiences; monitor where and how CarGurus content is cited". The goal is to "increase content output without compromising accuracy".Source
• Your websiteSitemap (18 files, read October 23, 2026): 892,175 URLs, including 315,906 English used-car listing pages, 222,174 Spanish listing pages under /es/, 160,840 comparison pages under /research/compare/ and 1,788 research articles. The Spanish pages are search and listing pages only; there are no Spanish research articles or buying guides.Source
• Your websiteComparison pages sampled from the sitemap on October 23, 2026 (rechecked the same day): 5 of 19 return "noindex, nofollow", including 2022 Volkswagen ID.4 vs 2023 Ford Mustang Mach-E, 2024 Chrysler Pacifica Hybrid vs 2024 Hyundai Ioniq 5, 2024 Nissan Kicks vs 2025 Mazda CX-70 and 2022 Nissan Versa vs 2023 Tesla Model 3. These pages are full: prices, listing counts, expert ratings, pros and cons and specs. One sitemap URL (2023 Mazda CX-5 vs 2024 Toyota RAV4 Hybrid) canonicalizes to a "customcompare" URL that is itself noindex.Source

Build three landing pages for independent dealers, franchise dealers and dealer groups, each with the relevant products, a peer quote, a metric and a short form. Point each campaign at its page, fix the footer year, and test headline and form length.

Segment-specific pages convert campaign traffic better than a general homepage, and the footer fix removes an avoidable sign of neglect.

• Too many pages to maintain

  Use one template with swappable sections.

• HiringB2B Marketing Specialist (posted September 18, 2026): will "Own dealer acquisition campaigns end-to-end across email, web, in-product, paid social, and direct mail to grow revenue in North America", improve "emails, ads and landing pages", and use segmentation "based on demographic, performance and behavior data" (Marketo, Salesforce, Looker/Omni). A Product Marketing Associate supports dealer product launches and sales collateral.Source
• Dealer websitedealers.cargurus.com: "44.3M total visits—67% more monthly traffic than our closest competitor", "#1 ROI among listing sites", "53% of all attributed US vehicle sales are influenced by CarGurus", close rates "up to 4.7x" with Digital Deal; products include PriceVantage, VINMax, Listings, Audience Targeting and Sell My Car. The footnotes compare against Cars.com, Autotrader, TrueCar and CARFAX. One dealer testimonial on the page; the footer reads "® 20?? CarGurus, Inc."Source

Publish a short quarterly UK and Canada edition of the Intelligence Report (local prices, days to turn, EV and hybrid trends), pitch it to national and trade press in each market, and track coverage and dealer leads by country.

Data stories are how CarGurus earns US press; the same engine can build awareness where it is newer and growing fastest.

• Small local samples

  Report only metrics with enough volume.

• HiringIntegrated Marketing & Communications Specialist (posted October 21, 2026): supports brand marketing and external communications "across integrated brand campaigns, content creation, and brand communication in the US, CA, and UK", including "brand partnerships, and grassroots marketing initiatives", localized briefs for the UK and Canada, press releases, and reporting from Google Analytics and Sprout Social.Source
• Your websitePress page: 2026 coverage built on CarGurus data in Forbes, Newsweek, NPR, CNBC, the Wall Street Journal, USA Today, Reuters, Fortune and Business Insider; featured stories on a partnership with NFL quarterback Drake Maye (August 26, 2026), "The Family Fit Factor" with Chicco (September 1, 2026) and VINMax (September 29, 2026).Source
• News coverageQ2 2026 results (August 6, 2026): revenue $251.0 million, up 13% year over year; 34,629 paying dealers, of which 26,151 in the US (up 3%) and 8,478 international (up 11%).Source
• Dealer websiteCarGurus Intelligence Report - Q3 2026 (October 6, 2026), with a PDF: model-level data such as days to turn for the Toyota bZ (37.6), Hyundai Ioniq 5 (55.0) and Chevrolet Equinox EV (118.2), used RAV4 Hybrid listings at 116% of new MSRP, V8 share of new listings and new EV inventory down 34% year over year. It is published monthly or quarterly on the dealer blog and the page ends with a dealer sales form; it mentions no data licensing or data products.Source

Collect every outside citation of CarGurus data over the past year (press, analyst notes, conference decks), map the firms and authors, and open with the data they used plus a sample of the deeper feed. Track meetings and win rates against cold targets.

A warm reason to talk shortens a 0-to-1 sales cycle, and it shows which datasets outsiders value most.

• Journalists are not buyers

  Use press citations to find the firms behind the data use.

• HiringSenior Enterprise Account Executive, Data Licensing: "Build the 0-to-1 Outbound Engine (75% Focus)" across "non-dealer verticals (Hedge Funds, Insurers, OEMs, Consultancies)", with "a mix of inbound leads and sourcing your own pipeline"; turns needs such as "historical pricing trends, inventory flow data, consumer intent metrics" into "APIs, SFTP feeds, and sample datasets".Source
• Your websitePress page: 2026 coverage built on CarGurus data in Forbes, Newsweek, NPR, CNBC, the Wall Street Journal, USA Today, Reuters, Fortune and Business Insider; featured stories on a partnership with NFL quarterback Drake Maye (August 26, 2026), "The Family Fit Factor" with Chicco (September 1, 2026) and VINMax (September 29, 2026).Source
• Dealer websiteCarGurus Intelligence Report - Q3 2026 (October 6, 2026), with a PDF: model-level data such as days to turn for the Toyota bZ (37.6), Hyundai Ioniq 5 (55.0) and Chevrolet Equinox EV (118.2), used RAV4 Hybrid listings at 116% of new MSRP, V8 share of new listings and new EV inventory down 34% year over year. It is published monthly or quarterly on the dealer blog and the page ends with a dealer sales form; it mentions no data licensing or data products.Source

Score each listing on photos, options, condition, trim and description; show dealers their score and the lead lift of complete listings in the dashboard; offer AI-drafted fixes they approve; report average score and leads monthly.

Better listings help shoppers, raise dealer results and so retention, and produce cleaner data for syndication and data licensing.

• Dealers ignore scores

  Show the leads they lose, not just the score.

• HiringProduct Manager, Inventory & Listing Experience (posted October 7, 2026): owns "dealer merchandising and syndication", defines "a complete, correct, and optimal listing (photos, options, condition, trim, descriptions)", builds "destination-level monitoring", and looks for AI to "elevate the quality, speed, and effectiveness of inventory merchandising and distribution".Source
• Dealer websitedealers.cargurus.com: "44.3M total visits—67% more monthly traffic than our closest competitor", "#1 ROI among listing sites", "53% of all attributed US vehicle sales are influenced by CarGurus", close rates "up to 4.7x" with Digital Deal; products include PriceVantage, VINMax, Listings, Audience Targeting and Sell My Car. The footnotes compare against Cars.com, Autotrader, TrueCar and CARFAX. One dealer testimonial on the page; the footer reads "® 20?? CarGurus, Inc."Source

Send each target dealer a monthly snapshot: views of their cars, deal ratings of their inventory, local demand for their models and what similar dealers on higher packages receive. Run it across email, in-product and direct mail with a test-group design.

Personal data beats generic claims, and it turns the marketplace's scale into a reason to upgrade.

• Data seen as pressure

  Lead with useful local demand data.

• HiringB2B Marketing Specialist (posted September 18, 2026): will "Own dealer acquisition campaigns end-to-end across email, web, in-product, paid social, and direct mail to grow revenue in North America", improve "emails, ads and landing pages", and use segmentation "based on demographic, performance and behavior data" (Marketo, Salesforce, Looker/Omni). A Product Marketing Associate supports dealer product launches and sales collateral.Source
• News coverageQ2 2026 results (August 6, 2026): revenue $251.0 million, up 13% year over year; 34,629 paying dealers, of which 26,151 in the US (up 3%) and 8,478 international (up 11%).Source
• Dealer websitedealers.cargurus.com: "44.3M total visits—67% more monthly traffic than our closest competitor", "#1 ROI among listing sites", "53% of all attributed US vehicle sales are influenced by CarGurus", close rates "up to 4.7x" with Digital Deal; products include PriceVantage, VINMax, Listings, Audience Targeting and Sell My Car. The footnotes compare against Cars.com, Autotrader, TrueCar and CARFAX. One dealer testimonial on the page; the footer reads "® 20?? CarGurus, Inc."Source

Offer participating dealers window and desk QR signs ("Check this car's deal rating"), each with a tracked install link. Measure installs, lead activity and dealer feedback, and use results in dealer pitches.

It acquires app users at peak intent and makes CarGurus visible in the dealership itself.

• Dealers worry shoppers will find better deals

  Offer it to dealers with good deal ratings first.

• Your websiteDealership Mode page: an app-only feature to "Compare cars, check your final price estimate, and find your best deal on the lot", with a "4.9 out of 5 App Store Rating" and "the #1 most downloaded car shopping app" (Sensor Tower).Source
• HiringIntegrated Marketing & Communications Specialist (posted October 21, 2026): supports brand marketing and external communications "across integrated brand campaigns, content creation, and brand communication in the US, CA, and UK", including "brand partnerships, and grassroots marketing initiatives", localized briefs for the UK and Canada, press releases, and reporting from Google Analytics and Sprout Social.Source
• Dealer websitedealers.cargurus.com: "44.3M total visits—67% more monthly traffic than our closest competitor", "#1 ROI among listing sites", "53% of all attributed US vehicle sales are influenced by CarGurus", close rates "up to 4.7x" with Digital Deal; products include PriceVantage, VINMax, Listings, Audience Targeting and Sell My Car. The footnotes compare against Cars.com, Autotrader, TrueCar and CARFAX. One dealer testimonial on the page; the footer reads "® 20?? CarGurus, Inc."Source

Run a six-week YouTube on TV test in matched markets with a holdout, using one deal-rating message, and measure lift in branded search, app installs and leads per market before scaling.

A geo holdout gives clean incrementality for a channel that is otherwise hard to measure.

• Too small to read

  Size budget to detect the target lift.

• HiringPaid media and ad products: a Performance Marketing Analyst owns mid-funnel channels in CM360, DV360 and Meta and will test "new and emerging mid-funnel channels (TikTok, Meta, YouTube on TV)" with Media Mix Modeling inputs; an Ad Operations Specialist (posted September 15, 2026) launches "new advertising products" and fixes deep links so users "reach the correct dealer and vehicle pages".Source
• Your websiteHomepage: "Shop the #1 most visited car shopping site", deal ratings that are "the only site to identify overpriced", fees, price changes and days on lot shown upfront, Dealership Mode, and "Search in your own words with AI". The meta description still reads "Unbiased car reviews and over a million opinions and photos from real people. Use CarGurus to find the best used car deals." The Spanish homepage uses the same older line in Spanish.Source

Add deal rating, price versus market and days on market to each listing's structured data (using valid schema properties and clear text), keep it in sync with the page, and track whether AI answers start quoting CarGurus ratings.

When assistants answer "is this a good price?", the data that makes CarGurus different should be machine-readable.

• Ratings misread out of context

  Include the price versus market alongside the label.

• Your websiteListing page structured data (Used Kia near Atlanta): Vehicle, Offer and AutoDealer entries with price, mileage, VIN, trim, fuel economy and dealer address, but not the deal rating or days on market that the page itself shows.Source
• HiringPrincipal Software Engineer, Algorithmic Traffic Acquisition: sets direction for the "recommendation platform" using "shopper, vehicle, inventory, and behavioral signals" and drives "personalization, ranking, experimentation, and AI-powered recommendation experiences throughout the shopper journey". The Consumer AI Architect builds AI experiences for "45 million monthly visitors" with agentic LLM applications.Source
• HiringContent Engineer (Boston, posted October 19, 2026): runs Contentful publishing and refresh workflows with "AirOps, LLM tools, and related AI-assisted workflows", and will "Track answer-engine optimization (AEO) performance and citation visibility across AI and LLM search experiences; monitor where and how CarGurus content is cited". The goal is to "increase content output without compromising accuracy".Source

On listings rated overpriced or high, show three nearby similar cars with better deal ratings, ranked by the recommendation system, and A/B test leads per session and dealer lead quality.

It keeps shoppers on CarGurus, sends leads to dealers with fair prices and reinforces the trust message.

• Paying dealers object

  Rank among dealers fairly and explain the rule.

• Your websiteHomepage: "Shop the #1 most visited car shopping site", deal ratings that are "the only site to identify overpriced", fees, price changes and days on lot shown upfront, Dealership Mode, and "Search in your own words with AI". The meta description still reads "Unbiased car reviews and over a million opinions and photos from real people. Use CarGurus to find the best used car deals." The Spanish homepage uses the same older line in Spanish.Source
• HiringPrincipal Software Engineer, Algorithmic Traffic Acquisition: sets direction for the "recommendation platform" using "shopper, vehicle, inventory, and behavioral signals" and drives "personalization, ranking, experimentation, and AI-powered recommendation experiences throughout the shopper journey". The Consumer AI Architect builds AI experiences for "45 million monthly visitors" with agentic LLM applications.Source

Run two experiments a week across the UK and Canada sites (search filters, listing layout, lead forms), with a shared backlog, pre-set metrics and sample sizes, and a monthly review of wins to port to the US.

Smaller markets are faster to test in, and wins compound across all three sites.

• Underpowered tests

  Use pre-set sample sizes and longer runs where needed.

• HiringInternational: a Product Data Analyst for "our first Dublin product team" and "our newly established Dublin tech office", in "one of our fastest-growing business areas", leading A/B experimentation for the global marketplaces; an Account Executive also sits in Dublin.Source
• News coverageQ2 2026 results (August 6, 2026): revenue $251.0 million, up 13% year over year; 34,629 paying dealers, of which 26,151 in the US (up 3%) and 8,478 international (up 11%).Source

Package OEM campaigns with a pre-campaign report on shopper demand for the model and its rivals, and a post-campaign report on lift in views and leads. Pilot with three OEMs.

Data-backed placements justify higher prices and open the door for data licensing with the same OEMs.

• Shopper privacy

  Report aggregates only.

• HiringPaid media and ad products: a Performance Marketing Analyst owns mid-funnel channels in CM360, DV360 and Meta and will test "new and emerging mid-funnel channels (TikTok, Meta, YouTube on TV)" with Media Mix Modeling inputs; an Ad Operations Specialist (posted September 15, 2026) launches "new advertising products" and fixes deep links so users "reach the correct dealer and vehicle pages".Source
• Your websiteHomepage: "Shop the #1 most visited car shopping site", deal ratings that are "the only site to identify overpriced", fees, price changes and days on lot shown upfront, Dealership Mode, and "Search in your own words with AI". The meta description still reads "Unbiased car reviews and over a million opinions and photos from real people. Use CarGurus to find the best used car deals." The Spanish homepage uses the same older line in Spanish.Source
• Dealer websiteCarGurus Intelligence Report - Q3 2026 (October 6, 2026), with a PDF: model-level data such as days to turn for the Toyota bZ (37.6), Hyundai Ioniq 5 (55.0) and Chevrolet Equinox EV (118.2), used RAV4 Hybrid listings at 116% of new MSRP, V8 share of new listings and new EV inventory down 34% year over year. It is published monthly or quarterly on the dealer blog and the page ends with a dealer sales form; it mentions no data licensing or data products.Source
• HiringSenior Enterprise Account Executive, Data Licensing: "Build the 0-to-1 Outbound Engine (75% Focus)" across "non-dealer verticals (Hedge Funds, Insurers, OEMs, Consultancies)", with "a mix of inbound leads and sourcing your own pipeline"; turns needs such as "historical pricing trends, inventory flow data, consumer intent metrics" into "APIs, SFTP feeds, and sample datasets".Source

Package three tiers (public index, monthly aggregate feed, granular daily feed), price them with the revenue strategy team, offer self-serve samples behind a form, and publish a monthly public index that brings in leads.

A clear product makes sales repeatable, and the public index keeps CarGurus in the press and in analysts' models.

• Dealer concerns about data use

  Aggregate data and explain dealer benefits.

• HiringSenior Enterprise Account Executive, Data Licensing: "Build the 0-to-1 Outbound Engine (75% Focus)" across "non-dealer verticals (Hedge Funds, Insurers, OEMs, Consultancies)", with "a mix of inbound leads and sourcing your own pipeline"; turns needs such as "historical pricing trends, inventory flow data, consumer intent metrics" into "APIs, SFTP feeds, and sample datasets".Source
• Your websitePrice Trends page: "Used Car Price Trends - CarGurus Pricing Index" carries a DataCatalog with 48 Dataset entries and 96 DataDownload entries in its structured data, and an en-CA alternate.Source
• Dealer websiteCarGurus Intelligence Report - Q3 2026 (October 6, 2026), with a PDF: model-level data such as days to turn for the Toyota bZ (37.6), Hyundai Ioniq 5 (55.0) and Chevrolet Equinox EV (118.2), used RAV4 Hybrid listings at 116% of new MSRP, V8 share of new listings and new EV inventory down 34% year over year. It is published monthly or quarterly on the dealer blog and the page ends with a dealer sales form; it mentions no data licensing or data products.Source
• Your websitePress page: 2026 coverage built on CarGurus data in Forbes, Newsweek, NPR, CNBC, the Wall Street Journal, USA Today, Reuters, Fortune and Business Insider; featured stories on a partnership with NFL quarterback Drake Maye (August 26, 2026), "The Family Fit Factor" with Chicco (September 1, 2026) and VINMax (September 29, 2026).Source

Use the Contentful and AirOps workflow to produce Spanish versions of the top 200 buying guides and comparison pages, edited by a Spanish-speaking editor, linked to Spanish listings, and tracked in Spanish AEO questions.

It completes the Spanish journey from research to listing and opens queries where few marketplaces compete.

• Quality of machine translation

  Edit every page and use native terms.

• Your websiteSitemap (18 files, read October 23, 2026): 892,175 URLs, including 315,906 English used-car listing pages, 222,174 Spanish listing pages under /es/, 160,840 comparison pages under /research/compare/ and 1,788 research articles. The Spanish pages are search and listing pages only; there are no Spanish research articles or buying guides.Source
• HiringContent Engineer (Boston, posted October 19, 2026): runs Contentful publishing and refresh workflows with "AirOps, LLM tools, and related AI-assisted workflows", and will "Track answer-engine optimization (AEO) performance and citation visibility across AI and LLM search experiences; monitor where and how CarGurus content is cited". The goal is to "increase content output without compromising accuracy".Source
• Your websiteLanguage tags: the homepage lists en, es-US, en-CA, en-GB and fr-CA alternates, but the sampled English listing page (Used Kia near Atlanta) and its Spanish twin (/es/l-Kia-Usados-Atlanta) each carry only an x-default tag pointing to the English page, with no en/es-US pair.Source

Measure how deal ratings compare with final sale prices and days to sell, publish the method and results, and have an outside party review it. Use it in brand, dealer sales and data licensing.

Proof of accuracy is hard for rivals to copy and supports every part of the business.

• Weak spots exposed

  Publish improvement plans with the results.

• Your websiteHomepage: "Shop the #1 most visited car shopping site", deal ratings that are "the only site to identify overpriced", fees, price changes and days on lot shown upfront, Dealership Mode, and "Search in your own words with AI". The meta description still reads "Unbiased car reviews and over a million opinions and photos from real people. Use CarGurus to find the best used car deals." The Spanish homepage uses the same older line in Spanish.Source
• Dealer websiteCarGurus Intelligence Report - Q3 2026 (October 6, 2026), with a PDF: model-level data such as days to turn for the Toyota bZ (37.6), Hyundai Ioniq 5 (55.0) and Chevrolet Equinox EV (118.2), used RAV4 Hybrid listings at 116% of new MSRP, V8 share of new listings and new EV inventory down 34% year over year. It is published monthly or quarterly on the dealer blog and the page ends with a dealer sales form; it mentions no data licensing or data products.Source
• HiringSenior Enterprise Account Executive, Data Licensing: "Build the 0-to-1 Outbound Engine (75% Focus)" across "non-dealer verticals (Hedge Funds, Insurers, OEMs, Consultancies)", with "a mix of inbound leads and sourcing your own pipeline"; turns needs such as "historical pricing trends, inventory flow data, consumer intent metrics" into "APIs, SFTP feeds, and sample datasets".Source

Find the slowest interactions with field data, break up long tasks on filter and slider handlers, defer non-critical scripts, and track INP weekly until it is under 200 ms.

Passing Core Web Vitals is a small ranking help and makes the core search feel faster.

• Regressions

  Add a performance budget.

• Google PageSpeedChrome UX Report for cargurus.com (real visitors, 75th percentile): loading LCP 1.5 s and layout CLS 0 pass easily; responsiveness INP is 222 ms, just over the 200 ms "good" limit, so the site narrowly misses passing Core Web Vitals on interaction.Source

Turn the Family Fit Factor into a permanent page where parents filter cars by car-seat fit and family needs, linked to listings, and plan each future partnership around a tool or dataset.

Evergreen tools earn links and searches long after the press cycle ends.

• Partner rights

  Agree data use in the contract.

• Your websitePress page: 2026 coverage built on CarGurus data in Forbes, Newsweek, NPR, CNBC, the Wall Street Journal, USA Today, Reuters, Fortune and Business Insider; featured stories on a partnership with NFL quarterback Drake Maye (August 26, 2026), "The Family Fit Factor" with Chicco (September 1, 2026) and VINMax (September 29, 2026).Source
• HiringIntegrated Marketing & Communications Specialist (posted October 21, 2026): supports brand marketing and external communications "across integrated brand campaigns, content creation, and brand communication in the US, CA, and UK", including "brand partnerships, and grassroots marketing initiatives", localized briefs for the UK and Canada, press releases, and reporting from Google Analytics and Sprout Social.Source