SEO for AI companies. Tie the capability to a model and a task.
An AI product page should explain a task the buyer can complete under stated conditions. The proposed search scope connects that task to the model or service version, usage boundary and current documentation. It avoids treating a launch demonstration as proof that the same capability is available to every account.
- “best AI note taker for sales calls”
- “AI tools for contract review”
- “open-source alternatives to [competitor]”
- “does [your product] train on customer data?”
What holds AI companies back
Check whether a capability claim names the task, input conditions and version needed to reproduce it.
- The category is new. Search demand is still forming
- Launch spikes fade within weeks
- AI assistants describe your product from old data
- Lists and directories decide the shortlist
The page types we build first
Separate workflow pages from release announcements so temporary launch language does not become permanent product fact.
- Use-case pagesThe job, the workflow, the result.
- Comparison pagesAgainst other tools and against doing it by hand.
- Model and pricing factsLimits, prices and data policies, dated.
- Docs and changelogCrawlable, current and linked.
AI workflow release record
Use a version-aware record to decide which pages need review when the product changes. The example is a proposed working record, not evidence of a completed client engagement.
| Situation to check | Proposed scope | Boundary |
|---|---|---|
| The underlying model changes | Identify affected task examples and compare the advertised workflow with the new release. Assign any uncertain claim to the product reviewer. | A renamed model is not proof that earlier output examples remain representative. |
| A demo uses a restricted feature | Name the plan, access requirement and configuration beside the demonstration. | Internal preview access must not be described as generally available functionality. |
| The page discusses customer data | Use the approved retention and processing statements for the actual service configuration. | A broad privacy slogan does not establish a contractual data-processing guarantee. |
| A comparison depends on output quality | Keep the prompt conditions and interpretation with the example, and state where the comparison is unresolved. | A chosen output is not a universal benchmark or an accuracy promise. |
AI workflow release record
ILLUSTRATIVE specification. Client facts and commercial terms require confirmation.
- Buyer task
- [DEFINED OUTPUT]
- Model or service
- [VERSION]
- Inputs
- [PERMITTED TEST MATERIAL]
- Access boundary
- [PLAN OR PREVIEW STATUS]
- Documentation
- [CURRENT SOURCE URL]
- Review trigger
- [PRODUCT CHANGE]
What the first handover should make clear
- Map capability descriptions to the release and workflow that support them.
- Create a review list for pricing, limits and data-policy pages linked from acquisition content.
- Separate actual demonstration captures from conceptual illustrations in the publishing brief.
- Agree how changed model behaviour reaches the page owner before old claims are reused.
What search and AI answers draw on
Product-owned documentation and approved demonstrations supply the evidence. Third-party lists supply discovery context.
Typical sources
- AI tool directories and “best AI tools” lists
- Product Hunt, Hacker News and Reddit
- Benchmarks, reviews and YouTube walkthroughs
- Tech press and newsletters
- Your docs, pricing and changelog
Rules we work within
[CONFIRM: model/version owner, permitted examples and current data-policy wording.]No invented experts, reviews or statistics. Facts about your product, prices and people are checked by whoever owns them.A summary, not legal advice. Your compliance or legal team has the final say.Where we usually start
The services that fit this industry best. Scope and price in writing before work starts.
Questions from AI companies
01Can you show relevant ai companies experience?
[CONFIRM: relevant engagements, permissioned evidence and the person responsible for this scope.]
02Should every model release get an indexable page?
A release deserves a maintained destination when it answers a lasting user question. Minor change notes can remain in the changelog.
03Can we compare outputs from different prompts?
The difference in conditions must be visible. A comparison that hides it cannot substantiate a like-for-like claim.
04How do we handle a beta feature?
Keep its access status and limits beside the capability. The client decides the approved wording and when availability has changed.
Get a snapshot for your site
- 1Send your site — five issues and where we would start
- 2We check search and AI visibility
- 3PDF by email: five website problems and AI visibility, within two business days of receiving your website URL
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