By Night Watcher · Examples are fictional and illustrate a research method.
Compare options for the same buyer and job
Begin with a purchase decision, not a directory category. Two products can share an ‘AI’ label while solving different problems. Define the buyer, the task and the conditions under which they would choose an alternative. Include the spreadsheet, contractor or existing bundle they already use.
Separate direct competitors from substitutes. A direct competitor promises a similar outcome to a similar buyer. A substitute solves the problem differently. The distinction helps explain why a product with fewer features can still win: it may fit an existing workflow or avoid a switching cost.
Build a dated comparison matrix
For each alternative, record the target buyer, primary job, pricing unit, relevant plan restrictions, onboarding effort, integrations and evidence source. Link to the official page and note the date inspected. Use ‘not verified’ rather than treating a feature missing from a marketing page as absent from the product.
Compare like with like. A per-seat plan and a usage-based plan need a shared example workload before their prices become comparable. Annual commitments, minimum seats, overages and required add-ons can change the result. Keep advertised prices distinct from negotiated contracts and your own estimates.
Look for a meaningful reason to switch
A feature gap becomes an opportunity only if the target buyer cares enough to change behavior. Ask which step currently breaks, what a better outcome would look like and what would prevent migration. Data portability, approval requirements, retraining and integration work can outweigh a lower subscription price.
Do not infer revenue or profitability from a polished site, estimated traffic or a large feature list. Those observations can help choose questions to investigate. They are not substitutes for verified financial data or direct customer evidence.
Worked example: three reporting options
Consider a fictional agency choosing among a spreadsheet, an all-in-one platform and a narrow reporting service. The spreadsheet has little extra software cost but needs manual preparation. The platform offers connected workflows but may require migration. The service can deliver one report quickly but leaves other work untouched.
The useful comparison is not ‘which has the most features?’ It is ‘which produces the required report reliably for this agency, with acceptable effort and cost?’ Document one sample workload and interview the person who assembles the report. That makes a proposed advantage testable.
Turn the matrix into a decision
Write the buyer you will serve, the advantage you intend to test and the evidence that would disprove it. For example: a smaller onboarding burden may matter more than another chart type. Test that claim in a pilot before presenting it as established positioning.
Review your matrix when you make a major product decision or when a material competitor change becomes visible. Do not automatically stamp every page with today's date. A review date should mean the underlying evidence was actually checked.
Your worksheet
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Competitor analysis worksheet Buyer and job: Alternative name: Direct competitor or substitute: Official source and date checked: Pricing unit and comparable workload: Relevant plan restrictions: Verified capabilities: Unverified claims: Onboarding and migration effort: Switching costs: Reason this buyer might choose it: Our proposed advantage: Evidence that would disprove our advantage:Download the text worksheet
Test your assumptions
Use the related free calculator, then compare the scenario with evidence from actual buyers.
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