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Surfient vs Gumshoe AI

Surfient vs Gumshoe AI

Gumshoe AI is an AI citation tracking tool. Surfient is the Shopify-native audit-and-fix alternative.

  • Gumshoe AI is an AI citation tracking / visibility tool.
  • Surfient is Shopify-native, per-URL, ships Schema.org + llms.txt.
  • Pick Gumshoe AI for citation analytics; Surfient for the fix layer.

Surfient vs Gumshoe AI

Capability scorecard

Product

Surfient

Gumshoe AI

Shopify-native app
AI citation tracking
Per-URL GEO audit
Ship Schema.org + llms.txt
llms.txt / ai-sitemap / NDJSON
Entry pricing
Surfient Research4 min read

Honest Verdict

Gumshoe AI tracks citations. Surfient tracks and fixes — on Shopify, without theme edits.

Choose Surfient when

  • Shopify storefront.
  • Fix layer matters.
  • Per-URL auditing needed.

Choose Gumshoe AI when

  • Citation-tracking analytics is the whole job.
  • Non-Shopify site.
  • Fixes handled elsewhere.

Side-by-side

Every row lists what each side ships in production. Winner column flags where one of us does the job meaningfully better — ties marked honestly.

Side-by-side comparison — Surfient vs Gumshoe AI
FeatureSurfientGumshoe AIWinner
Platform
Shopify-native appYesNoSurfient wins
Visibility
AI citation tracking6 assistants weeklyDeep — core productTie
Audit
Per-URL GEO auditEvery URL, weeklyNot the primary surfaceSurfient wins
Fix
Ship Schema.org + llms.txtYesNoSurfient wins
Files
llms.txt / ai-sitemap / NDJSONWeeklyNot offeredSurfient wins
Pricing
Entry pricingFree $0 · Premium $39/moVariesTie

What Gumshoe AI does well

The honest list — where we don't have an advantage

  • Focused on AI citation detection — a narrow analytics slice done well.
  • Platform-agnostic, fits non-Shopify stacks.

Where Surfient is ahead

The parts of the job Gumshoe AI doesn't cover

  • Shopify-native install.
  • AI Fix Pack applies llms.txt, Schema.org, answer blocks.
  • Per-URL GEO audit.
  • Hallucination Guard.
  • Files regenerated weekly.

Surfient is the right pick when

Pick Surfient when Shopify is the storefront and you want the fix layer.

Gumshoe AI is the right pick when

Pick Gumshoe AI when deep AI citation analytics are the priority.

Migration notes

Run both — Gumshoe AI for citation analytics depth, Surfient for the Shopify fix loop.

Frequently asked

Is Gumshoe AI a Shopify app?

No — platform-agnostic.

Does Gumshoe AI ship fixes?

No — citation analytics only.

Can I run both?

Yes — no conflicts.

Is Surfient cheaper?

Comparable at entry pricing — Surfient is free forever or $39/month on Premium.

Want to see Surfient on your store?

Every comparison on this page reflects what we ship on day one — not a roadmap slide. Install once, run the audit, and decide.

See Surfient pricing