AI Search: Prompt Guide
AI Search (“Ask Me Anything”) is your quick-answer assistant inside GovSpend. It works best when you treat it like a sharp, single-question research tool — not a saved search. The more specific your question, the faster and more accurate the answer.
Think of it this way...
A saved search builds a net to catch every matching record over time. AI Search baits the hook for the one right answer you need right now. Use it for specific, point-in-time questions: a contract, a contact, a spend total, a renewal date.
Get the Best Results
A few habits make AI Search dramatically more reliable:
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Be specific. Name the agency, state, vendor, product, or contract/RFP number. Vague questions return vague (or empty) results.
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Ask one thing at a time. One clear question per prompt. Bundling multiple asks confuses the answer.
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Use identifiers when you have them. Contract #, RFP #, company name — these point the search straight at the record.
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Set a time window. Add “in the last 2 years” or “expiring in 2026” so results stay relevant.
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For sentiment, be inclusive. List every signal you care about — concerns, considering termination, hard to use, too expensive — not just “negative.”
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Don’t over-filter. Include State agreements and federal POs unless you truly want them excluded.
- Refine and retry. If a prompt comes back empty, rephrase with more detail or loosen one constraint, then try again.
1. Find a Specific Record
Pinpoint a single contract, RFP, or vendor agreement.
| When you want to... | Try this prompt |
| Look up a contract | “Show me contract #[number] and its current status.” |
| Pull an RFP | “Pull RFP #[number] for [agency name].” |
| Find a vendor's agreement | “Find the [product/service] contract held by [vendor name] for [agency name].” |
2. Qualify or Disqualify a Bid Fast
Ask the one detail that decides whether an opportunity is worth pursuing.
| When you want to... | Try this prompt |
| Check a requirement | “Does bid #[number] require on-site personnel?” |
| Confirm a deadline | “What is the submission deadline for bid #[number]?” |
| Check delivery items | “Does bid #[number] allow remote or virtual delivery?” |
3. Find Open Bids in Your Territory
Surface the opportunities that match what you sell, where you sell it.
| When you want... | Try this prompt |
| Top open bids | “Show me the top 5 open bids in [state] related to [product/service].” |
| Recent opportunities | “List open opportunities in [state] for [category] posted in the last 30 days.” |
4. Find the Right Contacts
Get to the decision-maker without digging.
| When you want to find... | Try this prompt |
| Decision-makers | “Find IT decision-maker contacts at [agency name].” |
| A named role | “Who is the CIO for the state of [state]?” |
| Procurement owners | “Find procurement contacts for [agency] handling [category].” |
5. Track Renewals & Expiring Contracts
Time your outreach to the contract calendar.
| When you want... | Try this prompt |
| Renewal date | “When is [vendor]’s contract with [agency] up for renewal?” |
| Expiring contracts | “Show contracts in [state] for [product/service] expiring in 2026. Include State agreements.” |
| Recent awards | “List recently awarded [category] contracts in [state] in the last 90 days.” |
6. Analyze Spend
Size a market or an account by what it actually buys.
| When you want... | Try this prompt |
| Spend by agency | “What is [agency]’s total spend on [product/service]?” |
| Spend by market | “Total spend on [product/service] in [state] over the last 2 years.” |
| Top buyer | “Which agency spent the most on [product/service] in the last 2 years?” |
7. Scope Incumbents and Competition
Walk into an opportunity knowing who holds it today.
| When you want... | Try this prompt |
| Incumbent on a bid | “For bid #[number], who is the current incumbent and what was the last award amount?” |
| Past spender + vendor | “Show past spend by [agency] on [product/service] and the current vendor.” |
| Active competitors | “Which competitor contracts are active in [state/territory] that I should prioritize?” |
8. Mine Meeting Intelligence and Sentiment
Pull signals from conversations - just remember to list every signal you care about.
| When you want... | Try this prompt |
| Topic in meetings | “Find recent meetings in [state/territory] that discussed [topic].” |
| Churn/risk signals | “Surface churn or negative signals in meetings — include expressed concerns, considering termination, hard to use, too expensive, and pricing pushback.” |
| Buying interest | “Show meetings where [agency/account] expressed interest in [product/service].” |
9. Plan Your Territory and Prioritize Accounts
Work the whole territory, not one record at a time.
| When you want... | Try this prompt |
| Likely opportunities | “Show the opportunities in my territory most likely to convert to a new sale within the next 90 days.” |
| Competitor priorities | “Which active competitor contracts in [state/territory] should I prioritize?” |
| Accounts to target | “Which accounts in [state] have expiring contracts and prior spend on [product/service]?” |
10. Quick Ad Hoc Lookups
One-off facts, answered on the spot.
| When you want... | Try this prompt |
| A named official | “Who is the CIO for the state of [state]?” |
| Who holds a contract | “Who holds the janitorial supply contract for the city of [city, state]?” |
Remember
Swap the bracketed placeholders (“[state]”, “[vendor name]”, “[product/service]”) for your real targets before you send. The more precise the detail, the better the answer — and if a result looks thin, add one more identifier and try again.