A technical company becomes easier to understand when its description tells a reader what they can inspect. Broad promises can sound impressive while leaving the workflow and limits unclear.
Quick answer: State the user, the task, the observable product behavior and the boundary of the claim. Distinguish a catalog from per-request coverage, a recommendation from an applied fix and a test result from a universal guarantee. Then link to evidence a reader can recheck.
Replace the superlative with a workflow
For an illustrative agent-evaluation product, “automatically fixes every AI failure” hides several decisions. Which data is captured? Which checks run? Who reviews a recommendation? What establishes that a change helped?
A more useful description explains the sequence: capture relevant operations, prepare evaluation inputs, run compatible checks, inspect findings, test a candidate and review the result. This is a general messaging example, not a quotation from a customer or a claim that every product implements the whole sequence.
Keep the noun attached to the number
On October 29, 2026, Noveum’s public scorer library listed 112 evaluators across 15 categories. Those are library counts. They do not mean that every evaluator runs on every trace or that every application has equivalent evaluation coverage.
The same discipline applies to business metrics. A developer counter, monthly request volume and company revenue are different units. A reader should not have to infer which one a headline means.
Give the claim an inspection path
| Claim type | Evidence to link or describe |
|---|---|
| Product behavior | Current documentation or a reproducible walkthrough |
| Measured improvement | Baseline, test conditions and observed result |
| Catalog size | Dated source and unit definition |
| Customer outcome | Approved case evidence and its actual scope |
| Planned feature | A clear statement that it is planned |
If the evidence is incomplete, narrow the statement. “We are investigating this failure” is a useful description when a diagnosis has not been established.
Read the description as a buyer
Ask what a buyer could reasonably believe after reading it. Could “automatic evaluation” be interpreted as an inline gate on every response? Could “security checks” be mistaken for a legal compliance certification? Clarify the actual execution path and review process where that distinction affects the decision.
This does not require burying a page in caveats. A precise verb often does the work: records, evaluates, recommends, tests or enforces each describes a different behavior.
I’m Shashank Agarwal, founder and CEO of Noveum AI and creator of API.market. The Noveum workflow guide and API.market metrics guide show how I separate product actions and measured units in public explanations.
Follow my work on LinkedIn. Drafted with AI assistance.
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