Build a competitor matrix with comparable claims

Compare selected product sources using consistent criteria and a ledger of published facts, claims, and unknowns.

A competitor matrix becomes useful when its columns mean the same thing for every product. This workflow prepares evidence for positioning; it does not establish that a competitor's marketing claim is true.

Prepare the input

Choose competitors relevant to one audience and job. Supply official source extracts or links available to your environment. Define comparison criteria such as user, workflow, pricing unit, setup, and stated limitations.

Run the workflow

Extract information before ranking. Preserve the source and date. Mark an unstated field as unknown, not absent. Ask for the implications for your audience only after the table is complete.

Prompt to copy

Compare these sources: [sources]. Audience and job: [details].
Criteria: [criteria]. For each cell include source and uncertainty.
Distinguish published fact, supplier claim, and my interpretation.
Do not infer missing features or normalize unlike prices silently.
Then identify two positioning questions worth testing with customers.
Do not copy competitor slogans into proposed copy.

Review a worked example

Illustrative comparison: one service charges per user, another per completed task. A raw price ranking is not comparable. The table should expose the pricing units and ask for an expected workload. A claimed integration should retain its documented scope.

Inspect the comparison for asymmetric standards. If you demand detailed proof from one supplier but accept another’s slogan as fact, the matrix is biased. Use the same evidence threshold. Keep the date of each source visible because a product comparison can become stale even when the wording still reads smoothly.

Use it again

Recheck important sources before publishing or buying. Turn findings into original messaging based on your offer, not rewritten rival text. Explore Bot or discuss a maintained research workflow.

Written by Golub Superintelligence

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