AI Marketing in Practice
How to Compare AI-Written B2B Product Descriptions Before Publishing
Compare two AI-assisted B2B product descriptions against one approved fact sheet and clear editorial criteria before choosing what moves forward.
Compare both drafts against the same approved fact sheet and the same three criteria: accuracy, clarity and relevance to the intended buyer. Then choose one, combine safe parts or reject both, recording the reason beside each decision.
This is an editorial comparison, not a conversion experiment. It can show which draft better fits the supplied facts and brief. It cannot prove which wording will rank, convert or produce a business result.
Why compare drafts against one source?
Two drafts can sound different while both drifting from the product facts. If you compare them by preference alone, the more confident or polished version may win even when it adds an unsupported claim.
A shared source gives the comparison a fixed reference. A shared set of criteria gives it a fixed question. The goal is not to make the drafts identical. It is to decide which wording is accurate, understandable and useful for the intended buyer.
Start with an approved fact sheet
Use the smallest source that contains the facts the description must preserve. Mark conditions, exclusions and details that need a specialist check.
ILLUSTRATIVE FACT SHEET: The following is fictional teaching material for a generic B2B reporting tool.
| Approved fact | Boundary to preserve |
|---|---|
| Creates a weekly report from approved operational data. | Do not say it monitors data continuously. |
| Gives users a downloadable summary. | Do not promise a particular file type or integration. |
| Requires a person to check the report before sharing. | Do not imply fully automatic publication. |
This is not a product specification, client material or performance claim. If your real source is incomplete, pause the comparison rather than asking AI to fill the gaps.
Define three comparison criteria
Accuracy
Does every factual statement match the fact sheet? Check verbs, numbers, timing, conditions and implied capability. “Weekly” is not “real-time”. “Downloadable summary” is not a promise of every format or integration.
Clarity
Can the intended buyer understand what the product does and what they would do next? Remove unnecessary jargon, but do not simplify a condition into a guarantee.
Relevance
Does the description answer the buyer's situation? A technically correct paragraph may still be irrelevant if it describes internal architecture instead of the problem the buyer is trying to solve.
These criteria are a practical editorial model for this comparison, not a universal score or certification. Technical, regulated or consequential descriptions may need further review.
Compare two labelled drafts
ILLUSTRATIVE DRAFT A: “Create real-time operational reports automatically, then share every insight instantly with your team.”
ILLUSTRATIVE DRAFT B: “Create a weekly report from approved operational data, download a summary and have a person check it before sharing.”
The labels matter. These are fictional drafts designed to make the decision visible. They are not generated outputs, customer language or product claims.
Annotate the comparison
| Criterion | Draft A | Draft B | Decision note |
|---|---|---|---|
| Accuracy | Fail: “real-time”, “automatically” and “every insight” are not in the fact sheet. | Pass: each main fact is present and the human check remains visible. | Keep B's factual base. |
| Clarity | Unclear: the promise is broad and does not explain the review step. | Pass with edit: plain, but the buyer's situation could be named more clearly. | Improve B's opening for the intended buyer. |
| Relevance | Uncertain: “your team” supplies no context about who needs the report. | Pass with edit: the task is visible, but add the approved audience description. | Use the brief to finish the choice. |
The comparison supports a limited decision: B is the safer starting structure, while its opening may need a relevant audience phrase. Draft A's confident wording is not evidence of superiority.
Read each sentence against the source, not just the paragraph as a whole. Mark the source line that supports a factual statement, the criterion it meets and the action it needs. A sentence can be accurate but unclear, clear but irrelevant or relevant but unsupported. Keeping those judgements separate makes the edit more useful. It also gives the product owner a smaller set of questions to answer: which fact is missing, which condition must remain visible and which audience phrase is approved? The record should make the reason for the final choice understandable to someone who did not write either draft.
Select, combine or reject
Select one draft when it meets the criteria with routine editing and the source supports its claims.
Combine only when each retained sentence is checked against the same fact sheet. You might keep B's factual sentence and use a clearer audience phrase from a separate approved brief. Do not combine a persuasive phrase merely because it sounds stronger.
Reject both when the fact sheet is too incomplete, both drafts change the product meaning or the required reviewer cannot confirm a material point. Rejection is a valid editorial decision. It prevents a weak source from being hidden by a tidy paragraph.
Keep the source and decision together
Record the fact-sheet version, draft labels, criteria, annotations, chosen action and unresolved questions. If a product owner or subject-matter reviewer must confirm a technical detail, name that handoff.
How to Use AI to Make Technical B2B Expertise Clearer explains why clearer wording must not remove technical meaning, caveats or responsible review. P13 applies that principle to a comparative product-description decision.
What this comparison cannot tell you
A side-by-side review can show which draft better fits the supplied facts and intended buyer. It cannot show which draft will produce more enquiries, rank higher, increase conversion or save time. Those questions need separate definitions, data and designs.
It is also not a substitute for legal, regulatory, accessibility, security or technical review. What Should I Check Before Using AI-Assisted Marketing Content? provides the broader pre-use boundary. P13 stays focused on comparing two descriptions against one source.
Your next step: annotate two drafts
Choose one approved product fact sheet and two labelled drafts. Mark each sentence for accuracy, clarity and relevance. Highlight the source line or missing evidence that supports your mark.
Then choose select, combine or reject and record why. Send unresolved product or technical points to the responsible reviewer before any copy moves towards publication.
Further reading
You Might Still Be Wondering...
Frequently asked questions
No. The important control is the same approved fact sheet and comparison criteria. Record how the drafts were produced, but judge the visible text against the source and brief.
Not necessarily. Clarity matters only alongside accuracy and relevance. A fluent draft that adds a capability the source does not support should not win because it sounds confident.
Yes, if every retained claim is checked against the same fact sheet and the combined version still fits the intended buyer and approval rules. Record what you kept and why.
Pause, narrow the description or ask the responsible owner to confirm the missing fact. Do not let AI turn an evidence gap into a product promise.
No. It is an editorial comparison of two drafts against a source and criteria. Conversion, ranking or sales effects would need a separate measurement plan and evidence.