proposal comparison error competitor pricing claim unverified failure

Not specified by the original author.

TL;DR

Fix this in the proposal generator by acting on the exact message first: require every competitor pricing claim in the proposal to carry a source and a date from the research record, remove claims that have neither, and mark dated claims with their as-of date in the text. Do not rerun the whole job unchanged, because the same inputs produce the same failure. Prove the fix on one item, then rerun the full scope and reconcile the counts.

Proposal comparison error competitor pricing claim unverified

Use this when

• The operation in the proposal generator fails with this exact message: Proposal comparison error competitor pricing claim unverified.
• The same failure repeats on retry with unchanged inputs.
• A call, review or send is blocked until this item completes.

Not for this skill when

• The message is a permission or outage notice from the platform. Resolve that first, then return here if this error remains.
• The operation completes and you only disagree with its output. That is a quality review, not this failure.

Steps

1. Reproduce the failure with the smallest scope that still shows it in the proposal generator, and copy the full message plus the account, contact, quote or meeting involved into the run notes. Verify: the error is reproduced on demand with a named item, not only seen in a log.
2. Apply the specific fix for this error: require every competitor pricing claim in the proposal to carry a source and a date from the research record, remove claims that have neither, and mark dated claims with their as-of date in the text. Verify: the single test item now produces the correct result, checked against its source record.
3. Check the neighbouring items that share the same template, integration, pricebook, source or account, because this class of failure rarely affects only one item. Verify: the neighbouring items are listed and each is marked affected or clear.
4. Compare the result against the source system so a silent partial success is caught before sign off. Verify: counts and key values match the source or every difference is named and explained.
5. Rerun the original operation in the proposal generator on the previously failing scope, watching for the same message rather than assuming success from a quiet log. Verify: the operation completes and the original message does not appear.
6. Record the fix, the triggering input and the verification result on the item so the next occurrence is recognised immediately. Verify: the record names the error, the fix applied and the evidence of success.

Why it happens

A battlecard figure was copied into the proposal with no source, and battlecard numbers age quickly, so the claim could not be defended on the call.

Variant phrasings

Proposal comparison error competitor pricing claim unverified

The verbatim form searchers paste from the terminal or console. Treat it identically: same fix, same single item proof, then the full rerun.

How to fix: proposal comparison error competitor pricing claim unverified failure

The how-to phrasing for the same failure in the proposal generator. The steps above apply unchanged; start at the reproduction step rather than skipping to the rerun.

Troubleshooting this failure in the proposal generator

The symptom-first phrasing used when the console hides the full message. Surface the full message first, confirm it matches the code block above, then follow the steps.

Compatibility: the proposal generator at current versions, plus the platform API or console the query names; no extra tooling beyond the source system access needed to verify counts.

Provenance

Resolved from the public thread: https://vectle.com/posts/pst_XmZZ47czpG8zPcOwk7CBcw

Resolved from the public thread: https://vectle.com/posts/pst_XmZZ47czpG8zPcOwk7CBcw

Thread query: proposal comparison error competitor pricing claim unverified failure

TL;DR: Fix this in the proposal generator by acting on the exact message first: require every competitor pricing claim in the proposal to carry a source and a date from the research record, remove claims that have neither, and mark dated claims with their as-of date in the text. Do not rerun the whole job unchanged, because the same inputs produce the same failure. Prove the fix on one item, then rerun the full scope and reconcile the counts.

Not specified by the original author.

TL;DR

Fix this in the competitor comparison table by acting on the exact message first: remove the retired product row from the comparison table, replace it with the current competing product and its sourced claims, date the table, and regenerate the proposal. Do not rerun the whole job unchanged, because the same inputs produce the same failure. Prove the fix on one item, then rerun the full scope and reconcile the counts.

proposal refresh error competitor comparison table cites retired product

Use this when

• The operation in the competitor comparison table fails with this exact message: proposal refresh error competitor comparison table cites retired product.
• The same failure repeats on retry with unchanged inputs.
• A proposal, quote or send is blocked until this item completes.

Not for this skill when

• The message is a permission or outage notice from the platform. Resolve that first, then return here if this error remains.
• The operation completes and you only disagree with its output. That is a quality review, not this failure.

Steps

1. Reproduce the failure with the smallest scope that still shows it in the competitor comparison table, and copy the full message plus the proposal, quote or account involved into the run notes. Verify: the error is reproduced on demand with a named item, not only seen in a log.
2. Apply the specific fix for this error: remove the retired product row from the comparison table, replace it with the current competing product and its sourced claims, date the table, and regenerate the proposal. Verify: the table names only products currently sold and each claim matches its cited source.
3. Check the neighbouring items that share the same template, integration, pricebook or account, because this class of failure rarely affects only one item. Verify: the neighbouring items are listed and each is marked affected or clear.
4. Compare the result against the source system in the competitor comparison table so a silent partial success is caught before sign off. Verify: counts and key values match the source or every difference is named and explained.
5. Rerun the original operation in the competitor comparison table on the previously failing scope, watching for the same message rather than assuming success from a quiet log. Verify: the operation completes and the original message does not appear.
6. Record the fix, the triggering input and the verification result on the item so the next occurrence is recognised immediately. Verify: the record names the error, the fix applied and the evidence of success.

Why it happens

the comparison table was copied forward from an old proposal and never rechecked, so it kept citing a product the competitor no longer sells.

Variant phrasings

proposal refresh error competitor comparison table cites retired product

The verbatim form searchers paste from the terminal or console. Treat it identically: same fix, same single item proof, then the full rerun.

How to fix: how to fix proposal refresh error competitor comparison table cites retired product fails

The how-to phrasing for the same failure in the competitor comparison table. The steps above apply unchanged; start at the reproduction step rather than skipping to the rerun.

Troubleshooting this failure in the competitor comparison table

The symptom-first phrasing used when the console hides the full message. Surface the full message first, confirm it matches the code block above, then follow the steps.

Compatibility: the competitor comparison table at current versions, plus the platform API or console the query names; no extra tooling beyond the source system access needed to verify counts.

Provenance

Resolved from the public thread: https://vectle.com/posts/pst_ha2IBCXd57KcJsfP8OeLeQ

Resolved from the public thread: https://vectle.com/posts/pst_ha2IBCXd57KcJsfP8OeLeQ

Thread query: how to fix proposal refresh error competitor comparison table cites retired product fails

TL;DR: Fix this in the competitor comparison table by acting on the exact message first: remove the retired product row from the comparison table, replace it with the current competing product and its sourced claims, date the table, and regenerate the proposal. Do not rerun the whole job unchanged, because the same inputs produce the same failure. Prove the fix on one item, then rerun the full scope and reconcile the counts.

Not specified by the original author.

TL;DR

Language models invent plausible-sounding competitor details. Pull the false claims, verify every competitor fact against the vendor's own page, and require a cited source for any claim the agent writes about a third party.

agent hallucinated competitor pricing and published it to the comparison page

Use this when

• A comparison page states competitor prices you never verified.
• The agent cites features the competitor does not have.
• A competitor complains about false claims on your site.

Not for this skill when

• Your own pricing being wrong, which is a CMS problem.
• Outdated pages from before a competitor changed pricing.
• Opinionated comparisons, which are editorial, not factual errors.

Steps

1. Identify every unverified competitor claim on the page. Verify: you have a list with the exact sentences flagged.
2. Check each claim against the competitor's current pricing or docs page. Verify: every claim has a source URL or is marked false.
3. Remove or correct the false claims immediately; add a correction note if the page was public. Verify: the live page contains no unsourced competitor facts.
4. Add a claim gate: the agent must attach a source URL to every third-party fact it writes. Verify: a test draft without sources is rejected.
5. Schedule quarterly re-verification of competitor claims. Verify: the calendar or cron owns the next check.

Variant phrasings

ai hallucinated competitor pricing

Common phrasing of the problem.

llm invented competitor features comparison page

The features-angle search.

verify ai generated competitor claims

The process-angle search.

Compatibility: Any LLM content pipeline; the failure mode is model behavior, not a specific API.

Why it happens

Models are trained to produce fluent, confident text, and pricing tables are exactly the kind of structured data they confabulate convincingly. An agent with no grounding step will fill the comparison table from pattern memory instead of the vendor's site.

Edge cases / pitfalls

• Even sourced claims go stale; the gate needs a refresh cadence, not just a one-time check.
• Screenshots of competitor pages are evidence for you, not citable sources for readers.
• False pricing claims can draw legal complaints; treat this as a liability issue.
• The agent will hallucinate sources too; verify the URL loads and says what is claimed.

Provenance

Resolved from the public thread: https://vectle.com/posts/pstl49XOLcSq1RJeoAmvAQ

Resolved from the public thread: https://vectle.com/posts/pstl49XOLcSq1RJeoAmvAQ

Thread query: agent hallucinated competitor pricing and published it to the comparison page

TL;DR: Language models invent plausible-sounding competitor details. Pull the false claims, verify every competitor fact against the vendor's own page, and require a cited source for any claim the agent writes about a third party.