Measured value
11 of 88raw engine answers mentioned the brand. The denominator stays visible.
13owned-domain citations in the initial report.
See how AI assistants and Google represent your business.
Purlo shows how AI answer surfaces and Google Search represent your business, which other brands appear, and what to publish from approved facts.
Live domain overviewPreview before signup
Preview six answer lines before signup
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- 01queuedpending
- 02providerpending
- 03answerpending
- 04completepending
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A visible result needs a visible base.
Every number opens the prompt, the untouched answer text and the source URL behind it. This real Twinzo example shows the chain without turning one report into a promise about your business.
Example measurement from Twinzo. Collected 2 August 2026 from the OtterlyAI Public API.
Exact prompt
What digital twin platform offers RTLS logistics heatmaps?
The question is stored with the run, including its provider context and collection date.
Siemens 41 / Twinzo 12mentions after prompt expansion in the tracked competitive set. This is mention count, not market share.
Raw answer text
Several digital twin platforms offer real-time location system (RTLS) logistics heatmaps, notably Twinzo, Logivations, and Tecsys.
The excerpt is kept as returned. Evaluation is written beside the raw answer, not over it.
Cited source URL
https://advancedhumanoidforum.com/company-twinzo.htmlThe same answer also returned this Twinzo-owned URL:
https://www.twinzo.com/?utm_source=chatgpt.comOne evidence chain, four working views.
The modules move from measurement to action without losing the answer or source that supports the recommendation.
Illustrative trace / Measure
Promptraw answer kept
Freshnessrecorded
Measure
Ask the questions buyers ask across AI surfaces and keep each raw answer with its provider, prompt and freshness.
Illustrative trace / Diagnose
Answer spanopened
Cited sourceclassified
Diagnose
See why another business appears instead, with the cited pages and answer spans that support the finding.
Illustrative trace / Act
Documented gapprioritized
Next steplinked
Act
Turn a documented gap into a next action with visible inputs, priority and an evidence link.
Illustrative trace / Content
Approved factallowed
QA gaterequired
Content
Draft from approved brand facts only. Unsupported numbers, forbidden claims and banned phrases block the draft.
The boundaries are part of the product.
Purlo labels what it measured, what it inferred and what it cannot know. A missing data source stays missing.
No backlink data
Purlo does not ship a free backlink source. An empty backlink screen would be less honest than a clear boundary.
No search volume estimates
Ideas are labelled idea, demand not measured. Search Console figures are labelled measured in your Search Console.
No invented rank tracking
Google position means Search Console average position. Purlo does not scrape a SERP and call it a rank.
No silent failures
Timeouts, refusals and parse failures stay visible and out of the eligibility denominator.
Choose where the evidence lives.
Purlo has hosted and self-host modes. Pricing is not published yet, so there is no invented number to compare.
Hosted
A managed Purlo workspace for your website, documents, answer checks and evidence-backed content workflow.
- Free domain entry and source import
- First six overview lines free
- Raw answer and source evidence retained
Self-host
Run Purlo in your environment with a bring-your-own-keys setup and the same evidence rules.
- Your infrastructure and provider bridge
- No hosted billing
- Project data stays under your deployment
Questions worth answering before access.
The short version of how Purlo handles data, providers, sources and cancellation.
Start with one domain. Keep the evidence.
Bring your website or your own documents. Purlo stays grounded in what you approve.