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Unsourced vs Similarweb

Updated 2026-07-16 · maintained by Unsourced

Similarweb built its name on estimating the web — traffic, market share, digital intelligence modelled at scale. AI Brand Visibility carries that instinct into AI search: a mention share, a sentiment read, and citation-level analysis across ChatGPT, Gemini, Perplexity and AI Mode. Modelled market intelligence is genuinely useful for seeing the shape of a whole category. The question this comparison asks is more specific. Once a tool shows you the prompts and the sources, can you prove the crawler behind a citation was genuine, and that an assistant actually read your live page — or are you taking the visibility at face value?

How can I tell which sites AI chatbots pull information from?

To tell which sites AI chatbots pull information from, you look at the sources each assistant cites in its answers to a given question. Unsourced runs the questions your buyers ask and records who is cited, whether it is you, and whether a verified crawler actually fetched the page, giving you the answer-level evidence a traffic estimate cannot see.

What a score tells you
68%
AI Visibility Score

An estimate from sampled prompts. Cited in which answer? By whom? Did an AI actually read your page? The number can’t say — so when it moves, you’re guessing why.

What evidence tells you
“Best independent audio review sites?” — ChatGPT
… for hands-on, independent reviews, soundwavehq.com is cited among the top sources …
✓ Verified crawl · OpenAI✓ Confirmed citationGap: rival cited on “budget earbuds”

The actual answer, the verified fetch behind it, and the exact topic where a competitor won instead — open it, check it, act on it.

Illustration with sample data. A score estimates; Unsourced records the answer, the crawl and the gap.

Market intelligence at scale, or crawl-level proof of each citation

Similarweb's AI Brand Visibility is capable: it surfaces your mention share and sentiment, the prompts being asked, whether your brand appears, and citation-level analysis of the sources shaping an answer, all at the scale its data engine is known for. For seeing where a category sits and how you trend against rivals, that breadth is a genuine strength. Where Unsourced differs is not in showing prompts and sources — it is in the proof beneath a citation: whether a genuine crawler fetched your live page, or whether an appearance leans on training data instead.

That is the layer a market-intelligence view is not built to certify. Unsourced ties each citation to a verified crawl of your page, tells a live read from a trained memory, and re-checks a topic after you act to confirm a real citation, the evidence under the visibility rather than an estimate of it.

The proof a visibility view isn't built to certify

Platform-scale intelligence, or a focused tool at an independent price

As published at the time of writing, Similarweb's platform starts around $125 a month on an annual Starter plan and rises through Professional and annual-only enterprise tiers, with AI Brand Visibility sitting inside that broader digital-intelligence suite rather than as a standalone product. Unsourced is a standalone evidence layer at £39 a month with a 10-day free trial and no card. If you want modelled market intelligence with AI visibility as one lens among many, Similarweb's scale is built for that; if you want the recorded citation and the verified crawl on a plan you can start alone, that is what Unsourced is for.

Why a traffic estimate can't answer this

In Unsourced’s own monitoring, across more than 150 versions of questions like “is there a tool that tracks whether my company shows up in AI-generated answers?” and “how can I tell which websites AI chatbots are pulling information from?”, AI assistants named hundreds of different tools — and rarely the same one twice from one week, or one rewording, to the next.

Traffic and market-share estimates describe visits after the fact; they can't see the AI answer that decided whether a visit ever happened, or whether a model actually fetched your page, and that answer changes with every rewording. Unsourced records the answer, the verified crawl and the gap that shaped it.

Unsourced and Similarweb, point by point

UnsourcedSimilarweb
Core approachRecords the individual cited answer + the verified crawlReports mention share, sentiment and citation-level sources at scale
Starting priceFrom £39/mo — Studio £89, Agency £199; flat, self-serve, free trialPlatform from ~$125/mo (annual Starter); AI visibility inside the suite
Core outputThe cited answer plus the verified crawl behind itAI mention share, sentiment and citation-level analysis
Verified crawler identityYes — published IP ranges + reverse DNS (Verified / Impostor / Unverifiable)Not stated
Live crawl vs training dataYes — Origin Signal separates a live fetch from old training dataNot stated
Proof a fix workedRe-checks the exact topic, confirms a citation only on evidenceTracked via the visibility share
Exportable client reportsAI Visibility Audit + Evidence Report PDFsPlatform dashboards and exports

The Similarweb column is drawn from Similarweb’s own published information and was accurate at the time of writing; “not stated” means the company does not publish that detail. Pricing and features change — see the source link below.

Measured citations, versus estimated traffic and market intelligence

Similarweb is a market-intelligence platform: its whole discipline is modelling the web's traffic and behaviour from panels and clickstream at enormous scale. That estimation is genuinely valuable for sizing markets and competitors, but it is, by design, an inference about what is probably happening, not a record of what did.

Unsourced sits at the opposite end of that spectrum. We do not model your AI visibility; we generate it and read it back. The assistants are queried with your real buyer questions, the answers are captured, and every citation of your site is confirmed against your own server-side crawl logs, with the fetching bot's identity verified from published IP ranges and reverse DNS. It is a measurement, not an estimate.

That distinction matters most when you need to prove something. Estimated traffic can suggest AI is sending you visitors; it cannot show you the exact answer that cited you, or confirm a real AI crawler read the page it cited. Unsourced shows both, and after a fix it re-runs the same query to demonstrate the change actually landed.

If you need broad, estimated market intelligence, Similarweb is built for that. If you need measured, verifiable proof of where you stand in AI answers specifically, that is Unsourced, self-serve, from £39 a month, with an audit you can export and hand over.

The number most visibility tools never check

Similarweb infers your AI mention share from a vast data engine. A modelled share still can't tell you whether an AI fetched your live page for a given answer — or whether the crawler behind your visibility was genuinely the assistant it claimed to be.

In a two-week study, Human Security found 5.7% of traffic claiming to be a well-known AI crawler was fake, and DataDome reports the same agents are routinely impersonated. A tool that trusts the user-agent counts those spoofs as real AI interest. Unsourced checks every crawler against the operator’s published IP ranges and forward-confirmed reverse DNS — Verified, Impostor or Unverifiable — so the crawl behind a citation is evidence, not a string anyone can type.

Common questions

Similarweb built its name on estimated traffic data — is AI Brand Visibility the same?

Not quite, and it is fair to Similarweb to say so: AI Brand Visibility tests prompts and analyses citation-level sources rather than only modelling from a panel, so it is more direct than its classic traffic estimates. The distinction with Unsourced is narrower and specific — Unsourced verifies the identity of the crawler behind each citation and separates a live fetch from training data, the proof layer a visibility product is not built to certify.

Do I need the whole Similarweb platform to track AI visibility?

With Similarweb, AI Brand Visibility sits inside its broader digital-intelligence suite, which as published starts around $125 a month on an annual Starter plan. Unsourced is standalone: a flat £39 a month with a 10-day free trial and no card, covering seven assistants plus verified crawler identity, the gap report and measured lift, with nothing else to buy around it. Prices change, so check each site for current figures.

Similarweb already shows prompts and cited sources — what does Unsourced add?

A fair amount of the visibility layer overlaps, and that is worth being honest about: Similarweb surfaces prompts, whether you appear, and citation-level sources at real scale. What it does not set out to certify is the crawl beneath a citation — whether the bot that fetched you was genuinely the AI it claimed, checked against published IP ranges and reverse DNS, and whether the model read your live page or leaned on training data. Unsourced adds exactly that proof, plus a measured re-check after you act.

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What you walk away with

Whichever tool you choose, ask what it hands you. Every Unsourced account generates two reports built from your own live data — open them, check them, hand them to a client or your boss:

Sample Unsourced AI Visibility Audit — citation receipts, per-assistant breakdown and competitor gaps
AI Visibility AuditVerbatim citation receipts, a per-assistant breakdown and the competitor gaps — where you stand in AI search.
Sample Unsourced Evidence Report — verified crawler fetches and verbatim citation matches
Evidence ReportVerified crawler fetches and verbatim matches — structured proof an AI actually fetched and cited your page.

Sources & disclosures

This comparison is based on Similarweb's own published information, accurate as of 2026-07-16. Pricing and features change — follow the link for Similarweb's current details.

All competitor names, logos and brands are the property of their respective owners and are used here solely for nominative, comparative identification; their use does not imply affiliation with or endorsement by them. Each comparison is drawn from the competitor’s own publicly available information and was accurate as of the date shown — pricing and features change, so check the linked source for current details.

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