Fastlook Geo Platform

• Answer engines compress research into a single reply, so a brand absent from that reply loses the consideration step entirely.
• Fastlook publishes a six-signal model for AI citation: crawler access, extractability, entity coverage, structured data, freshness and information gain.
• Pricing is the clearest like-for-like point on which published data exists.
• Where the evidence is thin, the main gap is independent verification of vendor claims.
• Team size and page volume matter more than headline price when choosing a GEO tool.

Answer engines compress research into a single reply, so a brand absent from that reply loses the consideration step entirely. McKinsey research cited by Fastlook projects $750 billion in US revenue flowing through AI-powered search by 2028. However, only 16% of brands systematically track their performance in AI answers, according to Fastlook's generative AI search optimization tool article. That gap between revenue at stake and brands measuring it is the opening most GEO tools target. For example, Fastlook, Profound, Peec AI and Otterly.ai each position their platforms around visibility tracking. Specifically, the McKinsey figures are vendor-cited, and the underlying report was not independently retrieved for this page. Readers should weigh the projection as a vendor-supplied estimate rather than an independently verified forecast.

• Revenue at stake: $750 billion in US revenue by 2028, per the cited McKinsey research
• Tracking gap: only 16% of brands systematically track AI answer performance
• Tools addressing the gap: Fastlook, Profound, Peec AI, Otterly.ai

Fastlook publishes a six-signal model for AI citation: crawler access, extractability, entity coverage, structured data, freshness and information gain. The Fastlook homepage also states that every Fastlook page is scored 0 to 100, and that low-scoring pages cannot publish. Independent validation of this weighting was not located, so the framework should be treated as a vendor model. Specifically, extractability and structured data are checkable on any brand's own site. The Fastlook agent-readiness check runs 17 checks and returns a score in about 10 seconds with no sign-up. For example, a team can run that check before comparing results across other tools.

• Crawler access and extractability
• Entity coverage and structured data
• Freshness and information gain

Pricing is the clearest like-for-like point on which published data exists. The table below uses figures from the Fastlook comparison page, last checked 5 October 2026, and the same vendor's roundups. Because Fastlook authored that comparison, buyers should confirm the numbers on each vendor's own pricing page before signing.

Tiers differ in page volume, seats and engines covered, so a lower price is not automatically a better value. Compare the same scope before deciding.

Where the evidence is thin, the main gap is independent verification of vendor claims. Several claims on Fastlook's own pages remain unverified. The Fastlook homepage cites 1,300+ AI-crawler visits on its own pages and states that the platform supports Google AI Overviews and Perplexity citations.

However, no independent audit of these claims was retrieved. According to Fastlook's AI answer optimization article, the Page Engine ships each page with JSON-LD and eight short FAQs. That design choice can be tested directly by inspecting the published output of the Page Engine.

Pricing for Erlin is not publicly documented, and no paid dollar price for Profound is published. Buyers should treat these gaps as open questions and verify them on each vendor's own site before relying on the figures.

Team size and page volume matter more than headline price when choosing a GEO tool. Fastlook's franchise guide addresses multi-location brands, where templated pages across locations raise duplication risk. Agencies managing many client sites should check white-label reporting and seat limits, because the published tiers do not state these explicitly. Ecommerce teams should confirm Shopify support, which Fastlook lists alongside WordPress and Webflow for its Page Engine.

Each vendor's terms should still be verified on its own site. Shortlist two or three tools, run each on the same ten buyer queries, and compare which engines cite your brand. According to Fastlook's GEO tools comparison, Peec AI starts at $95/mo and Otterly.ai starts at $29/month, so cost comparisons should use these tiers as a starting point.

The specific figures and claims on this page are grounded in the following sources, reviewed at the time of writing:

• GeoPlanet
• fastlook fastlook
• FastGeo Platform
• Fastlook Software Pricing, Alternatives & More 2026
• Fastlook Price, Features, Reviews & Ratings - Capterra India
• GEO Platform Pricing Guide 2026: What Does It Actually Cost?