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RESEARCH / GUIDE

AI competitor research from public evidence

A competitor comparison with sources, unknowns, and a next research question.

6 min readUpdated October 1, 2026
Grainy abstract landscape with pale blue water and soft green slopes
O1 / RESEARCH

01 / START HERE

A useful way to approach it.

A competitor report should inform a specific decision: which audience to serve, what to include in an offer, or which promise needs stronger evidence. Start with three competitors and a narrow question. A list of everything an assistant can find is harder to review than a comparison built around the same criteria.

Use published websites, documentation, and other accessible material. In signed-in o1 chat, current retrieval depends on enabled web search and service availability. You can also supply excerpts yourself. Keep a company's own claims separate from your interpretation, and mark anything you could not verify. The example below uses fictional companies and authored sample evidence.

Compare the same audience, task, and criteria across every company.
Put an evidence pointer beside each finding.
Treat missing documentation as an unknown, not a missing feature.

02 / THE PROCESS

Go from question to next step.

  1. 01

    Define the decision and the comparison set

    Write one sentence describing the decision this research should inform. Choose direct alternatives serving a similar audience, then include one indirect alternative if customers might solve the problem differently. Record the region and date. Comparing an enterprise platform with a local service can be useful, but explain that difference before interpreting their offers.

  2. 02

    Build a shared evidence checklist

    Choose five or six criteria such as target customer, core job, package boundaries, onboarding, support, and proof offered. Assign a source to each criterion: product pages for published positioning, documentation for described behavior, and case studies for reported customer outcomes. Do not let the most detailed website determine all your categories.

  3. 03

    Collect claims with their context

    Capture the URL, page title, relevant wording, and access date. Note whether a statement applies to every package or only a particular tier. If web search is unavailable, paste accessible excerpts and ask the assistant to use only those. A suggested source list is a research plan until somebody opens the sources.

  4. 04

    Separate findings from interpretations

    Ask for three distinct fields: what the company publishes, what that may imply for your audience, and what remains unknown. Label marketing language as a published claim. An onboarding video can show a described process; it does not prove every customer follows it or that the process is faster than yours.

  5. 05

    Turn the comparison into one test

    Review the weakest evidence before choosing a positioning direction. Identify one question you can investigate through your own customer conversations, a product demonstration, or a small offer test. Keep the public comparison as a dated baseline. It does not reveal competitors' private revenue, roadmap commitments, negotiated prices, or internal strategy.

03 / YOUR STARTING POINT

A prompt you can make your own.

Replace the bracketed fields. Add only information you have permission to share. This is a reusable text prompt; it does not run a task from this page.

YOUR REQUEST
Compare {{competitors}} for {{audience}} deciding {{decision}} in {{region}}. Use these public URLs or supplied excerpts: {{sources}}. If enabled web search retrieves additional evidence, link the original pages and record access dates; otherwise mark missing evidence. Compare target customer, core offer, package limits, onboarding, and published proof. For each finding show the source claim, your interpretation, and an unknown. Do not infer that an undocumented feature is absent. Finish with three verification questions and one practical test.

04 / SEE THE SHAPE OF IT

Illustrative competitor evidence matrix

Fictional companies and authored source notes; this is a worked example, not live research or an o1 execution.

CriterionFictional evidenceInterpretation / next check
CustomerMaple: page S1 addresses solo consultantsCheck whether teams are also supported
OfferHarbor: page S2 describes a setup serviceDifferent buying choice from self-service
LimitsMaple: S3 lists two active projectsConfirm how an archived project is counted
SupportHarbor: S4 names email supportResponse time is not stated

The report produces useful questions without pretending that four public pages reveal either company's complete product.

05 / KEEP YOUR JUDGMENT

What to watch before you use it.

Copying positioning as fact

A phrase such as 'easiest platform' describes marketing, not a demonstrated comparison. Record it as the company's claim.

Mixing different packages

A feature on an enterprise page may not apply to the entry offer. Keep tier and eligibility beside the evidence.

Reporting absence too confidently

Use 'not found in the reviewed sources' when documentation is incomplete. Ask a follow-up question before making a stronger conclusion.

06 / THE FINAL PASS

A little review goes a long way.

REVIEW BEFORE YOU USE IT0 / 5 checked

Your checks stay on this page. They do not approve or run a task.

07 / GOOD QUESTIONS

Before you begin.

How many competitors should I include?

Start with a small set you can inspect carefully. Three direct alternatives often give a manageable first comparison. Expand only when another competitor adds a different audience, offer model, or way of solving the customer's problem.

Can AI discover a competitor's private strategy?

This workflow analyzes accessible evidence. It should not claim access to private plans, customer records, or internal performance. Public messaging may suggest a positioning choice, but the interpretation must remain labeled and open to correction.

What should I do when a source is inaccessible?

Record the gap and use another accessible primary source if one exists. Do not invent the content or present a search snippet as a completed review. You can supply permitted excerpts for a narrower comparison.

MAKE IT YOUR OWN

Bring your own question.

Use the prompt in your preferred assistant or explore o1. Live AI requires a verified account and your consent.

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