Gumshoe AI Alternative 2026: ThriveStackcitedby on Visibility and Attribution

Who are Gumshoe AI competitors, and how does this report score them?

Gumshoe's closest competitors are the other AEO and GEO platforms: Profound, AthenaHQ, Scrunch AI, Semrush's AI Visibility Toolkit, and ThriveStackcitedby. This report scores Gumshoe against ThriveStackcitedby on three pillars. AI search visibility analytics means tracking mentions, citations and competitors across AI engines. Act means turning a citation gap into a real fix. Attribution means proving that fix moved traffic or revenue.

Gumshoe is a Seattle startup founded by Patrick O'Donnell. A $2M pre-seed round backs it, led by Pioneer Square Labs in May 2025, with Hawke Ventures and Ari Paparo joining too. The product is still in public beta. Dealroom's writeup notes Gumshoe plans to add a paywall as it grows. Its headline idea is persona-based testing: it runs simulated conversations as named buyer personas instead of one anonymous prompt. The same question can score differently depending on who the AI engine thinks is asking.

This is one match-up inside a much bigger field. See the full landscape of 50+ AI visibility vendors or our best AEO tools comparison for how the rest of the category stacks up.

What does a side-by-side Gumshoe AI comparison show at a glance?

Here is the complete comparison in one clear view. The highlighted cell with a check mark indicates the tool with the stronger offering on that dimension. Every criterion is unpacked in detail with sources in the sections below.

How does Gumshoe AI pricing compare with ThriveStack citedby?

Gumshoe prices by project. A project means one brand plus one focus area, usually a single product line. A Free Sample gives one visibility audit and one technical run, with no ongoing monitoring. Starter costs $99 a month per project. It includes monthly visibility audits, weekly monitoring and 10 technical runs. Pro costs $299 a month per project. It includes all five audit types monthly, daily monitoring and 50 technical runs. Seats are unlimited on every paid tier.

ThriveStackcitedby prices by usage instead. It carries no per-project multiplier. The Visibility layer covers AI search visibility analytics and most of the action layer, starting at $35 a month, or about $28 a month billed annually. A 7-day self-serve trial and a $1 first-month promotion are both included. A separate Attribution layer starts at $200 a month, and it includes the live traffic and revenue attribution this report covers below.

How much AI search visibility monitoring do you get by default?

Gumshoe tracks 11 AI models in total. Each audit samples 6 of those 11 instead of running all of them every time. The set includes ChatGPT, Gemini, Claude, Perplexity, DeepSeek Reasoner, xAI Grok 4 and Google AI Overview. ThriveStackcitedby's engine set covers 10 major engines by default, on every plan. That includes ChatGPT, Perplexity, Gemini, Claude and Copilot, with citation tracking and competitor benchmarking at a comparable depth.

ThriveStackcitedby also runs a full SEO content audit inside that same layer. One pipeline carries you from content to proof. Gumshoe's Monitor tier adds its own strengths: a Brand Leaderboard, Model Visibility views, and automated time-series trend reports. That is a real plus for tracking how a score moves over weeks. Gumshoe tracks more named models over time. ThriveStackcitedby's default coverage runs wider per single audit, tied straight into one content-to-attribution pipeline.

Does Gumshoe's persona-based AI visibility tracking actually beat ThriveStack citedby's?

Not on its own, no. Gumshoe's headline feature runs conversations as named buyer personas. It scores how a brand's visibility shifts depending on who the AI model thinks is asking. Its own Vuori case study shows the range: Vuori appeared in 27 percent of AI conversations overall. Patagonia scored 54 percent, and Lululemon scored 48 percent. Visibility swung from 53 percent for one persona down to 38 percent for another. It swung from 46 percent on Google Gemini down to 10 percent on Claude Sonnet. That is a genuinely useful way to spot a blind spot a single average score hides.

ThriveStackcitedby's prompt generation builds that same persona signal in already. It tests more than one generic query per topic by default. So this sits closer to a parity feature than a Gumshoe-only edge. For more details on multi-prompt variance, see our research on AI visibility tracking non-determinism and our guide to building an AI prompt panel.

Does Gumshoe offer content brief generation for AEO like ThriveStack citedby?

Yes, on paid tiers. Gumshoe's Content Generator writes gap-targeted, persona-specific drafts once a heatmap finds a weak spot. Its Technical Audit Improvements layer flags schema and JSON-LD fixes, page by page. A Citation Outreach tracker and CSV/JSON exports round out the action side. One customer, Shipium, reports its AI citations rose 557 percent over four months on the platform.

ThriveStackcitedby's action layer covers owned, earned and paid content in one product. A ChatGPT and Claude integration drafts AEO answer-ready outlines straight from the citation gap you are closing. Gumshoe's action tools are real, and persona-aware from the start. They run inside a per-brand, per-project plan. The cost of acting on every gap scales with how many projects you track.

Who actually ships revenue attribution AI search results, Gumshoe AI or ThriveStack citedby?

ThriveStackcitedby does, in a single loop. Gumshoe's exports and API help pull visibility and citation data into a spreadsheet or a BI tool. But the product has no stated native way to connect a persona-level mention to a lead, a sale or a traffic number. Reaching revenue proof means wiring that export into Google Analytics, a CRM or a BI tool on your own.

ThriveStackcitedby's attribution ships live inside the product. It links AI platform signals and queries to GA4 traffic, HubSpot or Salesforce CRM records and Stripe revenue. Then it loops that proof back into AI search visibility analytics automatically. Check out our foundational study on AI search revenue attribution and our playbooks for closed-loop revenue attribution and cross-channel attribution.

What do Gumshoe AI reviews say about its results?

G2 says there are "not enough reviews of Gumshoe for G2 to provide buying insight" as of late 2026. So there is no aggregate star rating to cite yet. The few reviews that do exist praise the drag-and-drop workflow, responsive support, and pricing reviewers call "way cheaper than Ahrefs and others." One wrote it feels like "having an intern, a good one, who actually follows my instructions." The complaints center on workflows that get hard to manage once they grow complex. There is also a real learning curve: getting full value out of the platform assumes a reviewer already knows SEO and AEO basics. An independent GEO review site, Britopian, was more purely positive. It praised the persona segmentation, model-by-model breakdowns and detailed source attribution.

ThriveStackcitedby holds a 4.6 out of 5 rating across 31 G2 reviews, built entirely around AEO. That is a far larger sample than Gumshoe has collected so far. Reviewers cite specific, closed loops rather than general satisfaction. One wrote, "Ten minutes in, I already knew what to fix first." Another wrote, "Watched my Share of Model climb from nothing." Both map directly to the act and attribution pillars this report scores above.

Gumshoe AI vs citedby: how do the three pillars compare?

AI search visibility analytics is close between the two. Gumshoe tracks more named models over time, but samples only 6 per audit by default. ThriveStackcitedby's Visibility layer covers 10 engines on every plan, plus a full SEO content audit. Personas are a near match. Gumshoe built its whole product around the idea. ThriveStackcitedby builds that same signal into its own prompt generation. Act favors Gumshoe's persona-specific content drafting on paid tiers, scaled against ThriveStackcitedby's flat-rate owned, earned and paid layer. Attribution clearly favors ThriveStackcitedby. It is live, and it loops back into AI search visibility analytics. Gumshoe stops at an export you have to wire up yourself.

Which team should pick which answer engine optimization pricing?

The right pick depends on whether persona-level depth or a single connected revenue loop matters more to you right now.

Which AI citation tracking tool should you trust for the next renewal?

Pick Gumshoe if persona-level detail matters more to you than a built-in revenue number. It fits best if you track a handful of brands, and don't mind a product still finding its footing in public beta. Pick ThriveStackcitedby if you want that same persona signal already folded into one connected loop. Action and attribution come built in, at a flat price.

Both vendors ship real products, and Gumshoe's is genuinely early. Pricing and tiers in this category change often. Recheck this comparison before you renew.