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Glossy Data

Comparison

Glossy Data vs Bluefish

How Glossy Data and Bluefish compare on buying, engines, countries, pricing and method. Every Bluefish detail links to its source, and we say where Bluefish is ahead.

Last checked . See the sources. Spotted a mistake? Email hello@glossydata.com and we'll review it.

Illustration

The short version

Glossy Data brings answers, competitors and cited sources into a workspace your team can set up online. Choose a published plan, investigate content gaps and share the findings with clients. Bluefish combines its platform with services for large enterprises; this comparison explains the differences in buying, measurement and reporting.

Why choose Glossy Data?

  • You want to see the price, try a live workspace and start today, without a sales cycle.
  • You want every figure shown with its sample size and interval, rather than headline ROI claims.
  • You need unlimited seats and 49 countries on any plan, including for agencies and smaller teams.

See the product first

Explore answers, sources and reporting in the demo workspace. Then choose a plan for the questions, markets and clients you want to track.

Try the demo workspace
Compare our plans

Side by side

Buying

Who it's for

Glossy Data:Startups to enterprises, and agencies

Bluefish:“The Fortune 500”[1]

How you buy

Glossy Data:Self-serve on every plan, including Enterprise

Bluefish:Request a demo[1]

Public pricing

Glossy Data:Yes: £25 to £2,299/month; Enterprise from £1,916.67/month, billed annually

Bluefish:Not published. Forrester's projected TEI study models $616K in year 1 for 5 brands[1],[5]

Free option

Glossy Data:Free limited report after email verification

Bluefish:Not found[1]

Measurement

Engines and surfaces

Glossy Data:ChatGPT, AI Overviews, AI Mode, Gemini, Perplexity, Claude; Copilot coming soon

Bluefish:ChatGPT, Claude, AI Overviews, Gemini, Perplexity, Copilot, Amazon Rufus, Alexa for Shopping and more (“10+ LLMs”)[1],[6]

Shopping assistants (Rufus, Alexa, Sparky)

Glossy Data:No

Bluefish:Yes[1],[2]

Interval and sample size on every number

Glossy Data:Yes, with a published method

Bluefish:Sampling not disclosed on its site[2]

Insight & action

Optimization

Glossy Data:Source gaps, fix tasks and evidence-backed fix briefs

Bluefish:“AI Optimization Suite”, Agentic Campaigns[3]

Accuracy correction

Glossy Data:Automated wrong-facts checksComing soon

Bluefish:AI Accuracy with a “Brand Vault” of first-party facts[1]

Business-impact claims

Glossy Data:No ROI estimates we haven't measured

Bluefish:Home page cites “up to 446% ROI” (the high scenario of a projected Forrester TEI study)[1],[5]

Services

Glossy Data:None: the product runs itself

Bluefish:Onboarding, program operations and strategy; 85% of customers use them[1]

Agency

Agency plans

Glossy Data:Pooled credits, white-label PDFs, from £149/month

Bluefish:Holding-company partnerships; no agency plan found[1]

Enterprise & security

Security page

Glossy Data:Public Trust & security page and security pack

Bluefish:No public security page found[7]

SSO

Glossy Data:Self-serve OIDC; SAML in beta

Bluefish:Not stated on its public pages[1]

SOC 2

Glossy Data:Not yet

Bluefish:Not stated on its public pages[1]

The main differences

Access.

Bluefish is sold to Fortune 500 teams through a demo, with services attached. Glossy Data is open to anyone with a website, and the Enterprise plan is bought online.

Claims.

Bluefish leads with ROI ranges from a projected study. We lead with intervals: every visibility number shows how many answers it's based on and how sure we are.

Research you can use.

Read the answers and cited pages behind a competitor mention, then create a brief or share the finding with your team. Check the coverage table for the engines each product tracks.

What Glossy Data does better

Glossy Data gives your team direct control of the research, from selecting buyer questions to reviewing citations and sharing reports. Published plans make the budget clear before you sign up. Agencies can pool credits across client workspaces and create branded reports on eligible plans, without buying a managed service.

How you buy

Glossy Data

  1. 1Run the free check on your website
  2. 2Explore the live demo workspace
  3. 3Start a monthly plan by card, or build an Enterprise quote online
  4. 4Download the security pack; pay by card or annual invoice

Bluefish

  1. 1Request a demo
  2. 2Scope brands, suites and services with their team
  3. 3Sign an enterprise contract (Forrester's model includes an implementation fee)

Pricing compared

Glossy Data: £25–£2,299/month self-serve; Enterprise from £1,916.67/month (£23,000/year), quoted online. Bluefish doesn't publish prices; Forrester's projected TEI study models fees of $616K in year 1 for 5 brands, rising to $1.55M in year 3 for 20 brands.

See Glossy Data pricing

How Glossy Data shows every number

Each score comes with the number of answers behind it, its confidence range, and a note when an engine update may affect the results.

ChatGPT names you in about 1 in 3 answers

Mention rate · weekly · 90% interval

Example
0%25%50%21 Jul18 Aug15 Sep6 OctLedgerlyNorthwindYou

Hollow = fewer than 20 answers Engine model change, alerts paused

Try it on your own website

Enter your website and verify your email to see a limited report, or try the demo workspace first.

Free website check · No card needed · Full AI tracking on paid plans

Try the demo workspaceGet an instant quote

Sources (checked 18 Oct 2026)

  1. bluefishai.com (home page)
  2. Bluefish: AI Monitoring Suite
  3. Bluefish: AI Optimization Suite
  4. Bluefish: AI Measurement Suite
  5. Forrester TEI of Bluefish (projected)
  6. Adweek: Bluefish raises $43M (Apr 2026)
  7. bluefishai.com/security (returned 404)

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