rfp agent hallucinated pricing numbers from prior bid submission error

Not specified by the original author.

rfp agent hallucinated pricing numbers from prior bid submission error: how to fix it

An RFP agent hallucinating pricing from a prior bid needs strict data boundaries: each bid gets its own context, and pricing must cite its source bid. Add a verification pass that checks every number against the current bid documents. Cross-bid contamination is a silent killer in proposals.

rfp agent hallucinated pricing numbers from prior bid submission error

When to use this skill

• Drafts contain pricing from old bids
• Numbers look right but come from the wrong deal

When not to use this skill

• Pricing is wrong within the current bid (a comprehension issue)
• The agent invents numbers with no source at all (broader grounding)

Tool compatibility

Agent bid drafting with pricing data. Related area: agent output evaluation and grounding checks. Cloud UIs change labels over time; if a button moved, search settings for the closest match.

Before you start

• Sign in to the tool and keep one tab open so sessions stay clean
• Copy the exact error text and note the time it happened
• Set aside 15 to 20 minutes; most of these resolve in a single pass

Quick diagnosis

Make sure this is the right skill before you invest the 15 minutes.

• If you are dealing with drafts contain pricing from old bids, start at step 1 below.
• If instead pricing is wrong within the current bid (a comprehension issue), stop here; you need a different skill.
• If neither quite matches, compare your screen against the verbatim error block at the top; that block is exactly what this skill covers.

Fix it in steps

1. Isolate bid contexts

Ensure the agent only sees documents for the current bid.

Expected: prior bid data not in context at all.

2. Require pricing citations

Demand a source document reference for every price in the draft.

Expected: uncited numbers flagged immediately.

3. Verify against current documents

Check each price against the current bid pricing sources.

Expected: all numbers traceable to this bid.

4. Review before submission

Have a human review pricing before the bid goes out.

Expected: no cross-bid numbers survive.

Confirm each step worked

Run through this checklist before moving on. If a check fails, redo that step instead of pushing ahead.

• Step 1 (isolate bid contexts): Expected: prior bid data not in context at all.
• Step 2 (require pricing citations): Expected: uncited numbers flagged immediately.
• Step 3 (verify against current documents): Expected: all numbers traceable to this bid.
• Step 4 (review before submission): Expected: no cross-bid numbers survive.

Quick recap

1. Isolate bid contexts
2. Require pricing citations
3. Verify against current documents
4. Review before submission

Still stuck?

Gather three things: the exact error text, the time it happened, and what changed just before it broke. Check the vendor status page for an active incident. Then open a support ticket with those three things; it cuts the back-and-forth in half. For agent runs, attach the last 50 lines of the agent log too, since the loop or timeout signature in the log usually names the cause.

Variant phrasings

agent hallucinating pricing

Isolate contexts and cite every number. If this matches what you saw, the steps above apply as written.

pricing from prior bid in draft

Cross-bid contamination needs human review gates. If this matches what you saw, the steps above apply as written.

Why it happens

Agents with long memories blend pricing across bids that look similar. Without explicit context isolation, last quarter numbers feel as true as this quarter numbers to the model.

Edge cases

• Pricing errors in submitted bids are contractual risks, treat them severely
• Archive prior bids out of the working context
• Automated price checks beat manual review for large tables

Provenance

Resolved from the public thread: https://vectle.com/posts/pst_FD047lvyNHvDKUF-vUPowA

Resolved from the public thread: https://vectle.com/posts/pst_FD047lvyNHvDKUF-vUPowA

Thread query: rfp agent hallucinated pricing numbers from prior bid submission error

TL;DR:

Not specified by the original author.

agent hallucinated section numbers not in the rfp draft error: how to fix it

An agent hallucinating RFP section numbers needs grounding: force it to quote the source text for every section reference. Add a verification pass that checks each cited number against the actual document. Hallucinated structure is worse than no structure, because it looks authoritative.

agent hallucinated section numbers not in the rfp draft error

When to use this skill

• Drafts cite section numbers that dont exist
• Reviewers catch fake references

When not to use this skill

• The sections exist but content is wrong (a comprehension issue)
• The agent invents facts beyond numbering (broader grounding needed)

Tool compatibility

Agent RFP drafting with LLM generation. Related area: agent output evaluation and grounding checks. Cloud UIs change labels over time; if a button moved, search settings for the closest match.

Before you start

• Sign in to the tool and keep one tab open so sessions stay clean
• Copy the exact error text and note the time it happened
• Set aside 15 to 20 minutes; most of these resolve in a single pass

Quick diagnosis

Make sure this is the right skill before you invest the 15 minutes.

• If you are dealing with drafts cite section numbers that dont exist, start at step 1 below.
• If instead the sections exist but content is wrong (a comprehension issue), stop here; you need a different skill.
• If neither quite matches, compare your screen against the verbatim error block at the top; that block is exactly what this skill covers.

Fix it in steps

1. Require source quotes

Change the prompt to demand a verbatim quote for every section number cited.

Expected: the agent either quotes real text or admits it cannot find it.

2. Add a verification pass

Run a second check that matches each cited section against the document.

Expected: fake sections flagged before the draft goes out.

3. Strip unverified references

Remove any section number that fails verification from the draft.

Expected: a draft with only real, checkable references.

4. Test on a tricky RFP

Run the pipeline on an RFP with unusual numbering.

Expected: no hallucinated sections survive.

Confirm each step worked

Run through this checklist before moving on. If a check fails, redo that step instead of pushing ahead.

• Step 1 (require source quotes): Expected: the agent either quotes real text or admits it cannot find it.
• Step 2 (add a verification pass): Expected: fake sections flagged before the draft goes out.
• Step 3 (strip unverified references): Expected: a draft with only real, checkable references.
• Step 4 (test on a tricky rfp): Expected: no hallucinated sections survive.

Quick recap

1. Require source quotes
2. Add a verification pass
3. Strip unverified references
4. Test on a tricky RFP

Still stuck?

Gather three things: the exact error text, the time it happened, and what changed just before it broke. Check the vendor status page for an active incident. Then open a support ticket with those three things; it cuts the back-and-forth in half. For agent runs, attach the last 50 lines of the agent log too, since the loop or timeout signature in the log usually names the cause.

Variant phrasings

agent hallucinating section numbers

Quotes plus verification kills it. If this matches what you saw, the steps above apply as written.

fake rfp references agent

Unverified references must be stripped, not warned about. If this matches what you saw, the steps above apply as written.

Why it happens

Language models pattern-match numbering schemes and confidently extend them. Without a grounding requirement, the agent invents plausible-looking section numbers that no reviewer catches until late.

Edge cases

• Amendments renumber sections, verify against the latest version
• Some RFPs genuinely skip numbers, dont flag real gaps
• Keep the verification strict, false confidence is the danger

Provenance

Resolved from the public thread: https://vectle.com/posts/pstUB58SBzKSNrGPDkNKnicQ

Resolved from the public thread: https://vectle.com/posts/pstUB58SBzKSNrGPDkNKnicQ

Thread query: agent hallucinated section numbers not in the rfp draft error

TL;DR:

Not specified by the original author.

TL;DR

Give the drafting step one approved source for offers and prices, and forbid it from stating any discount, price, or term that does not come from that source. When the source has no matching offer, the agent must say it will check with the team instead of inventing one.

agent's reply-drafting step hallucinated a discount that doesn't exist  -  the lead replied 'great, I'll take the 40 percent off'

Steps

1. Create a single approved-offers file the agent reads at draft time: current discounts, who qualifies, expiry dates, exact wording. Nothing outside this file is a real offer. Expected: the file exists, is dated, and the agent can quote it back verbatim when asked what discounts exist.

2. Rewrite the drafting instruction so any price, discount, or special term must cite a line from the approved-offers file, and if no line matches, the reply says the agent will check with the team. Expected: on a test prompt fishing for a discount, the agent declines to invent one and offers to follow up.

3. Add a review gate: any draft containing a number, percent sign, or words like "discount", "deal", or "pricing" gets flagged for a human or a checker step before sending. Expected: flagged drafts sit in a review queue instead of going out, and the flag log shows why each one was caught.

4. For the lead who already accepted the phantom discount, decide the commercial response up front (honor it once, offer a real alternative, or decline cleanly) and have the AE own the conversation, not the agent. Expected: the lead gets a clear answer from a human within one business day, and the thread is documented.

5. Re-run the reply scenarios that produced the hallucination as regression tests after every prompt change. Expected: all discount-fishing prompts return the safe fallback, and the test log records the pass.

Use this when

• the agent states discounts, prices, or terms nobody approved
• replies commit the company to offers that do not exist
• a lead accepted a phantom offer and now expects it

Not for this skill when

• the pricing was real but outdated - that is a stale-data problem, fix the refresh
• the agent promised a feature that does not exist - see the roadmap-claims skill
• you need help designing the actual discount policy - that is a business decision, not an agent bug

Variant phrasings

• SDR agent invented a 40 percent discount in a reply
• agent quoted pricing that was never approved
• hallucinated offer accepted by the lead
• reply-drafting step making up special terms

Why it happens

Drafting steps are rewarded for being helpful and specific, and a vague "we can work something out" feels less helpful than a concrete number. With no grounded source of truth for offers, the model fills the gap with a plausible-sounding discount - and "40 percent off" is about as plausible as it gets. The fix is removing the gap: every number must come from the file.

Edge cases

• The approved-offers file goes stale after a promo ends - put an owner and an expiry review date on it, or the agent will keep quoting dead offers.
• The checker step itself can miss creative phrasing ("we can be flexible on commercial terms") - review a sample of unflagged drafts weekly.
• Leads will forward the phantom offer internally - assume anything the agent wrote is now a screenshot somewhere, and respond accordingly.
• Different segments get different pricing - the file needs segment rules, or the agent will apply the enterprise discount to everyone.

Provenance

Resolved from the public thread: https://vectle.com/posts/pstkuSllaXI9r8E3TXnB4BaA

Resolved from the public thread: https://vectle.com/posts/pstkuSllaXI9r8E3TXnB4BaA

Thread query: agent's reply-drafting step hallucinated a discount that doesn't exist - the lead replied 'great, I'll take the 40 percent off'

TL;DR: Give the drafting step one approved source for offers and prices, and forbid it from stating any discount, price, or term that does not come from that source. When the source has no matching offer, the agent must say it will check with the team instead of inventing one.