Measure your position
in AI answers
Track configured buyer prompts and inspect the responses and citations.
Explore the interactive preview below; live collection depends on account availability.
Folk/Brand visibility⌘K
Workspace updates
Sample collection completed
30-day demo dataset is ready to explore.New source opportunities
Review the Offsite Citations tab.Interactive product demo Illustrative data · no live AI calls
Independent research.
Original answers. Verifiable evidence.
↗YUTE RESEARCH / 001
Identity verification
What buyers hear.
What the evidence shows.
The shiftBuyers ask for a shortlist.
Buyers ask for a shortlist.
Know where your company stands.
10Vendors in the identity evaluation
11Original LLM answers collected
2Engines in the current collection
30Organic results inspected
Platform
From market position to original evidence.
Compare your visibility, inspect buyer questions and follow the sources behind each answer. See which findings deserve a closer look.
Track buyer questions
Understand the source,
the agent and the visit
Take actionTurn insights into actions your
Turn insights into actions your
team and agents can ship.
Category research
Answer the questions buyers ask
Compare your category with verifiable evidence.
Reviewing the collectionPrompt context · original response text
Answers
11Engines
2Scope
Defined
11Engines
2Scope
Defined
Content creation & refresh
Build from your category data
The collection includes two answer enginesIdentity verification · sample research check
◉ Check
The source records include ChatGPT and Perplexity responses. The model is recorded with each original answer.
yute.io / research / identity6 ChatGPT responses and 5 Perplexity responses
Fact check model statements
Keep the supporting source visible
In progress 2
Done 1
Select a task to inspect the next step.
Actionable findings
Ready for your team to review
001 / IDENTITY
Identity verification ↗
002 / PAYMENTS
Payment orchestration ↗
RESEARCH METHODS
Behind the evaluation ↗
Visibility and product quality can diverge.
The identity collection compares vendors’ presence in answers with the separate product assessment.
Read the findings ↗A result should come with its denominator.
Inspect the collected prompts, the engines, the original answers and the limitations of the sample.
Review the methodology ↗Agent analyticsSee how AI agents read your site.
See how AI agents read your site.
Follow the path to a citation.
Explore the crawler, the page and the response status together. The sample below shows how agent activity can be investigated.
Folk / Analytics / Crawler logsSample workspaceCrawler logs
Top pages
Response status
Agent activity
Inspect when a crawler retrieved a page.
Citation research
Connect answer evidence with source coverage.
Response status
Understand which pages a crawler could access.
Prioritized review
Find pages that need a closer inspection.
Agent, data & workflowWork with your research.
Work with your research.
Keep the evidence attached.
Ask a question about the sample collection, inspect a finding, or download the original benchmark data.
↗
Offsite citation research
Understand which third-party pages appear in answer evidence.
Explore ↗▤Research briefings
Bring the findings, comparison criteria and limitations together.
Explore ↗◇Content briefs
Prepare an outline your team can verify before publication.
Explore ↗◌Community sources
Distinguish community discussions from vendor-owned sources.
Explore ↗▥Search context
Inspect organic search results alongside the collected answers.
Explore ↗⌁Data access
Download the current collection and inspect its source records.
Explore ↗Answer intelligenceInspect the recommendation.
Inspect the recommendation.
Understand the criteria.
Follow a buyer question through the answer, the named companies and the trade-offs. Keep factual accuracy separate from the recommendation.
Which identity verification providers should a fintech evaluate?
A collected Perplexity answer included the following vendors in its shortlist.
Compare the fit: deployment, coverage, verification flow and operational requirements.
Check the evidence: the recommendation is a model output, not an endorsement from Yute.
Open the original collection ↗◈
Brand visibility
Measure presence using a stated set of prompts and engines.
◉
Answer context
Read the recommendation and its qualification in the original response.
▤
Source evidence
Inspect supporting pages when citations are available.
◇
Entity matching
Review company names, aliases and ownership changes.
⌁
Comparison criteria
See which product attributes shape the shortlist.
Content agentsPrepare content that answers
Prepare content that answers
a real buyer question.
Turn a category gap into a reviewable editorial brief. Organize the topic, the audience and the evidence your team needs before writing.
Folk / Content / CalendarSample workspaceContent calendar
Open content agents ↗Content gaps
Map questions to the pages that cover them.
Editorial briefs
Define the reader, the scope and the source checklist.
Content calendar
Organize the work and inspect the next step.
Research context
Keep the initial finding attached to the brief.
Research at sourceEvery finding starts with
Every finding starts with
a collection you can inspect.
Original response text, model names, prompt intent and collection failures. The identity evaluation keeps the scope visible.
PlatformA closer look at your
A closer look at your
market position.
Explore the product concepts behind the workspace. The controls below use illustrative data; availability and evaluation scope are agreed with your team.
Country, language and category
Define the market and the buyer context before comparing results.
● New YorkEvaluation context
Compare answer engines
Keep the engine and model visible when interpreting a result.
Select an engine to inspect the current research coverage.
Connect the evidence
Move from a result to the underlying collection.
Compare buyer perspectives
The same question can have different evaluation criteria.
Agent readiness
Inspect whether important pages can be retrieved.
63%300 of 480 sample pages passing
✓ Response status✓ Crawl access△ Structured content
Agent activity
Investigate the pages visited and the response returned.
Sample crawler visits13.7k +18%
Inspect activity ↗Check what models say about you
Review product statements against a defined source of truth.
Sample answerFolk pricing and features
Folk pricing starts at $99/month.
Illustrative answer · not a pricing sourceCompare the model statement with the current pricing page.
The sample source lists a different plan and billing basis. Verify plan, seat count and billing period before deciding whether the answer is accurate.
Understand your position.
Act on the evidence.
Tell us your company and the market you want to evaluate.
Opens an email to data@yute.io with your details.Companies in the identity verification evaluation
Research coverage · not customer endorsements
Frequently asked questions
Understand the evaluation, the data and the scope before you start.
Have a specific category in mind? Talk to us ↗
What does Yute measure?
Yute evaluates how vendors appear in collected LLM answers and researches the evidence behind their positioning. Product assessments and model visibility are presented separately.
Can I inspect the original answers?
The identity collection includes the original prompt, engine, model and full response text. Open the benchmark’s data page to inspect the collection.
What is available today?
The published identity verification evaluation uses the collection from 19 October 2026. The interactive previews on this page use illustrative data. Additional categories and recurring monitoring can be discussed with our team.
Which engines were used in the identity collection?
ChatGPT and Perplexity. The collection contains six ChatGPT responses and five Perplexity responses. One additional Perplexity call failed and is disclosed in the methodology.
Do named prompts affect the results?
Yes. Some comparison prompts explicitly name vendors. Their results must be interpreted separately from unaided discovery prompts; this limitation is disclosed in the evaluation.
Can Yute guarantee a higher ranking?
No. Model outputs vary. Research can identify gaps and support better decisions, but improvement must be measured through comparable future collections.
Can you evaluate our category?
Contact us with your website, category and competitors. We will define the buyer questions, engines, collection scope and deliverables with your team.
Are the agents on this page connected to a live service?
These are interactive product previews. Chat, editorial briefs and review tasks run locally with sample data. They do not collect new model responses or publish content.
Know where buyers find you.
See the answer, the shortlist and the evidence behind your position.
Brand visibility
Visibility32.4%Share of voice19.8%Position#1.4
Illustrative product preview