Octopus AI · Data and honesty · In build
Facts, estimates and advice, never mixed up.
A recommendation is only as good as the data under it. Octopus AI labels where every figure comes from, keeps what it observed apart from what it estimated, and leaves a field empty rather than guess.
- Every figure has a source and a date
- Observed, estimated and advised, labelled
- No promised rankings or AI mentions
Incoming statement
Observed
Estimated
Recommended
How a recommendation is grounded
AI that reasons over evidence.
The language model in Octopus AI works with what was retrieved and checked. It does not fill gaps with numbers of its own, and it does not take orders from the pages it reads.
Retrieved before the model says anything
Every item carries where it came from and when.
Search data is easy to overstate.
Precise-looking guesses
A volume of 2,410 looks exact. Without a source and a date, it is a rumour with decimals.
AI that fills the gaps
A language model asked for a number will often produce one. That is how invented rankings end up in reports.
Visibility claims nobody measured
Saying a page will be cited by AI, with no measurement behind it, is a promise nobody can keep.
Observed, estimated, recommended.
Octopus AI separates three kinds of statement. What it observed, such as a status code or a missing title. What it estimated, such as search demand, with the source and date. And what it recommends you do, with the reasoning.
You can always tell which is which, so you can decide how much weight to give each one.
- Observed: checked directly on your site
- Estimated: from a named source, with a date
- Recommended: advice, with its evidence
- Observed/order redirects to /cakes/order (301)checked 01 Nov
- EstimatedDemand for “custom cake hyderabad”: 480 / modataset · 12 Oct
- RecommendedLink to /cakes/order from the homepageevidence: 301 + demand
- ObservedTitle on / is “Home”checked 01 Nov
- EstimatedCost per click: — (no source)left blank
- RecommendedRewrite the homepage titleevidence: title is “Home”
The model reasons over evidence. It does not invent it.
Octopus AI's recommendations are built from retrieved records and audit findings, and each one points back to what it used. The language model is not allowed to supply search volumes, difficulty, rankings or competitor facts of its own.
Text on crawled pages is treated as untrusted input, so instructions hidden in a web page cannot steer what Octopus AI recommends.
- Recommendations cite their evidence
- No model-made metrics
- Crawled text treated as untrusted
- [1] Audit findings
- [2] Keyword records
- [3] Your site's content
Language model
Reasons over retrieved evidence only
- Model-made search volumeblocked
- Hidden instruction in a crawled pagetext only
RecommendedAnswer the eggless question on /cakes
cites [1] [2] [3]
Advice and measurement are kept separate.
Octopus AI can recommend changes that make a page clearer for answer engines and generative AI. It does not claim a page is or will be named in an AI answer.
Whether AI names you is a separate question that Omnishown Watch answers by asking your buyers' questions on a schedule and recording what comes back.
- Recommendations are not visibility claims
- Measurement lives in Omnishown Watch
Octopus AI · advice
- Answer “eggless cakes?” in one sentence on /cakes
- Add opening hours to the business schema
- Name the area you deliver to
No claim that AI will name you.
Omnishown Watch · measurement
- Eggless birthday cake in Hyderabad?Namedasked 03 Nov
- Bakery for office orders near Kondapur?Not namedasked 03 Nov
- Custom cake today in Gachibowli?Not namedasked 03 Nov
Recorded answers, asked on a schedule.
Where data may come from.
- Licensed keyword datasets
- Authorised keyword or advertising APIs
- Search Console data you connect
- Permitted public search observations
- Your own site's content and metadata
Examples of the kind of question a buyer might ask. Your own list is set up with you.
What we will not do with data.
- We will not show a figure we cannot source. It stays blank.
- We will not present an estimate as a measurement.
- We will not promise rankings, citations or a place in any AI answer.
- Each data provider's terms are reviewed before its data is used. Final sources are being decided for the pilot.
Questions, answered plainly
Still unsure? Join the pilot and ask us directly. We'll answer before you connect anything.
Why would a field be blank?
Because Octopus AI had no reliable source for it. A blank tells you something true. A made-up number does not.
Can the AI make up a search volume?
It is not allowed to. Metrics come from retrieved records with a source and date. If none exists, the field stays empty.
Will Octopus AI tell me if ChatGPT mentions my business?
No. Octopus AI makes recommendations. Checking what AI engines say is the job of Omnishown Watch, which records real answers to the questions you track.
What happens if a crawled page contains hidden instructions for AI?
Website text is treated as untrusted input, not as instructions. It is read as content to analyse, never as something to obey.
Get recommendations you can check.
Join the pilot and ask us anything about where the data comes from.
- No card, no commitment
- Every fix arrives as a pull request you approve
- Planned pricing from ₹2,999 per site per month