By Hazik Khan
AI for business development works where a public record exists. See which pipeline jobs a tool can own and which stay with the capture manager. A tool can take any business development job whose answer sits in a record you can cite. Pwin, the bid or no bid call and the customer conversation stay with the capture manager. A tool can take any business development job whose answer sits in a record you can point at. It cannot take the jobs whose only source is a conversation nobody wrote down. That one test sorts a government contracting pipeline faster than any feature list. It explains why AI for business development pays off on notice triage and award history. It also explains why the same tool fails on the numbers that decide money. Pwin, the bid or no bid call, the customer's real priority: no federal record holds any of them. Every claim below names its public source, so you can check it. Shaavir uses Claude in its own work, and every source named here answered on 11 November 2026. The Question To Ask Start with the question you would put to a new analyst. Where did you get that? If the answer is a published notice, an award record, a statutory forecast or a document your firm already holds, a tool can do the work and show its source. If the answer is "the programme lead mentioned it in March", a tool can only repeat what somebody typed. It cannot verify the claim and it cannot have the conversation again. So the useful line is not research against relationships. Plenty of relationship work leaves a record, and plenty of desk research has no source at all. The line runs between a citable answer and an invented one. ! Three business development jobs set against the record behind each one, with the Pwin and bid call marked as having no federal field (https://mhhifytmrlyksfrjacvi.supabase.co/storage/v1/object/public/blog-images/2026/11/ai-for-business-development-figure.png) Notice triage and award history both rest on a public record, while the bid or no bid call rests on nothing you can cite. What The Record Holds The public notice record is far more machine readable than most firms realise. GSA publishes the SAM.gov Get Opportunities Public API (https://open.gsa.gov/api/get-opportunities-public-api/), which it describes as providing "all the published opportunity details based on the request parameters". Its filters repay a close reading. You can narrow by procurement type, solicitation number, notice ID and title. You can filter as well on place of performance, set aside code, NAICS code, classification code, posted date and response deadline. It returns up to 1,000 records per page. The posted date range is mandatory, and it may not span more than one year. The response carries the title, the solicitation number and the full parent path name of every organisation on th
A tool can take any business development job whose answer sits in a record you can cite. Pwin, the bid or no bid call and the customer conversation stay with the capture manager.
A tool can take any business development job whose answer sits in a record you can point at. It cannot take the jobs whose only source is a conversation nobody wrote down. That one test sorts a government contracting pipeline faster than any feature list. It explains why AI for business development pays off on notice triage and award history. It also explains why the same tool fails on the numbers that decide money. Pwin, the bid or no bid call, the customer's real priority: no federal record holds any of them. Every claim below names its public source, so you can check it. Shaavir uses Claude in its own work, and every source named here answered on 11 November 2026. The Question To Ask Start with the question you would put to a new analyst. Where did you get that? If the answer is a published notice, an award record, a statutory forecast or a document your firm already holds, a tool can do the work and show its source. If the answer is "the programme lead mentioned it in March", a tool can only repeat what somebody typed. It cannot verify the claim and it cannot have the conversation again. So the useful line is not research against relationships. Plenty of relationship work leaves a record, and plenty of desk research has no source at all. The line runs between a citable answer and an invented one. ! Three business development jobs set against the record behind each one, with the Pwin and bid call marked as having no federal field (https://mhhifytmrlyksfrjacvi.supabase.co/storage/v1/object/public/blog-images/2026/11/ai-for-business-development-figure.png) Notice triage and award history both rest on a public record, while the bid or no bid call rests on nothing you can cite. What The Record Holds The public notice record is far more machine readable than most firms realise. GSA publishes the SAM.gov Get Opportunities Public API (https://open.gsa.gov/api/get-opportunities-public-api/), which it describes as providing "all the published opportunity details based on the request parameters". Its filters repay a close reading. You can narrow by procurement type, solicitation number, notice ID and title. You can filter as well on place of performance, set aside code, NAICS code, classification code, posted date and response deadline. It returns up to 1,000 records per page. The posted date range is mandatory, and it may not span more than one year. The response carries the title, the solicitation number and the full parent path name of every organisation on th
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