Paradoxa AI walkthrough: transcript

Narrated recording of the Paradoxa AI development build (API level 17) on a read-only snapshot of real production records: SAM.gov notices, DLA requests for quotation and the public documents of a live solicitation. SAM.gov sync and the AI analyst were switched off; contact details are blurred. Duration 8:06.

[0:04] This walkthrough was recorded in the Paradoxa AI application, working on its own production records: real SAM.gov notices, and the documents fetched for them. To protect those records, it ran on an exact snapshot, in the app's read-only mode, with SAM.gov sync and the AI analyst switched off. Contact details in public documents are blurred. Paradoxa AI is still in development, and this is today's build.


01 · Daily Opportunity Intelligence (0:32)

[0:32] The day starts on the Daily Opportunity Intelligence dashboard. These are real counts: 6,889 SAM.gov notices, covering 6,140 solicitations. The banner says the data is stale, because the last sync was more than a day before this recording, and the app says so rather than hiding it.

[0:55] The ranked board puts the most workable solicitations first, each with its next action and its deadline in the solicitation's own time zone. Revenue and gross profit stay unknown until there are prices, and no win probability is shown.

[1:11] Alerts are just as concrete. Here, SAM.gov has posted a newer notice under a solicitation already being worked, and the alert says exactly what differs, and on which notice the work stays.

[1:26] Every source carries its provenance: whether it is live official data, demo fixtures or a manual upload, when it last succeeded, and how much of the daily SAM.gov request budget has been used. Demo records are hidden in this workspace.


02 · Opportunity Explorer (1:43)

[1:43] The Opportunity Explorer searches every notice on record by keyword, NAICS code, set-aside, deadline, change signal and recommendation, with one row per solicitation. A search for printer brings up the FAA's SAVES printer consumables solicitation.


03 · Opportunity analysis (2:01)

[2:01] On its opportunity page, the screen rates it Low Priority, 46 out of 100, with medium confidence. More important, the app has noticed that SAM.gov posted a newer notice under the same number, moving the deadline from November 5 to November 12, and it shows exactly what differs, without merging anything.

[2:23] The gates explain the screen: the set-aside rests on a self-reported size status, and the original deadline is a single business day away. Each gate says what would resolve it, and the owner's own decision is recorded separately, never overwritten by the screen.


04 · Contract analysis (2:40)

[2:40] Contract analysis reads the notice and all 26 documents on file, 184 pages of text, and sets them against Paradoxa's own records. Each finding names what it rests on: a fixed rule, a document page, or a record. The AI interpretation layer is shown as not connected.

[3:01] Eligibility is worked out under the FAA's own acquisition rules, not assumed from a registration. It finds a small business set-aside in which Paradoxa would supply as a nonmanufacturer, original manufacturer products required, and Buy American clauses, each tied to the document that says so.

[3:22] The documents tab lists every public attachment fetched from SAM.gov, each kept exactly as received, with its role, its amendment, and whether its text was read.

[3:35] Scope reads the line items, periods and the agency's own proposal checklist. It also flags 35 items whose description names a different part number in the same family, a question to settle with the buyer before pricing.

[3:51] Bid preparation turns the documents into a response plan: what they say to submit, the forms required, such as the signed Standard Form 33, the representations and certifications, and every amendment to acknowledge, each with its page.

[4:08] The missing information list counts 24 open items, eight of them blocking, in the order they need an answer, and names who should obtain each one.


05 · Solicitation Reader (4:18)

[4:18] In the solicitation reader, each document is stored read-only with its checksum, and its text is kept page by page, so every citation stays stable. Scanned pages can be read with OCR on this computer, and OCR text is marked as such.


06 · Contract Intelligence Report (4:35)

[4:35] The Contract Intelligence Report brings it together in twelve sections, from what the government actually needs to an owner action plan. Each of its 293 findings is labeled as a document, an official record, an inference, or an open question.

[4:53] Its recommendation, a conditional GO, is built from four safeguards and shown beside the owner's own decision, which it never changes. The quick screen and the full report use different evidence, and both remain recommendations.


07 · Sourcing (5:08)

[5:08] Sourcing starts from what the solicitation itself names. From the documents and the item list, it found six manufacturers, with HP alone accounting for 372 part numbers, and it shows which kinds of source back each one. No supplier is recorded for this solicitation yet, so none is suggested.


08 · Item pricing (5:29)

[5:29] Item pricing reads the agency's pricing workbook directly: 733 items, across a base period and four ordering periods. None is priced yet, so the total stays unknown, and a partial sum is never presented as the total.

[5:46] It also warns, before anyone types a number, that the sheet's prices become part of the contract and bind every period.


09 · Competition intelligence (5:55)

[5:56] Competition intelligence holds no award history for this solicitation yet. Award records are fetched from USAspending only when the owner presses the button, which was not done for this recording, and the current number of bidders is never inferred.


10 · DIBBS and NSN (6:12)

[6:12] For Defense Logistics Agency work, the DIBBS Explorer holds 3,017 requests for quotation collected from SAM.gov: 1,845 open, and 947 closing within seven days. PARADOXA never logs in to DIBBS. Files the owner downloads there can be imported.

[6:34] NSN intelligence gathers what the records hold about each national stock number: the notices that name it, the controls on it, approved sources, and award history.


11 · Proposal readiness (6:45)

[6:46] Proposal Studio shows where this solicitation stands: no packet has been prepared in production yet, and every stage, from requirements to sending and receipt, is not started. It is a checklist of the work ahead, not a finished proposal.

[7:02] The Submission & Receipt Center keeps the deadline control, and states plainly that the app never sends, uploads or submits anything. The owner sends the approved version and records it here.


12 · Platform registry (7:15)

[7:15] The platform registry is candid about integrations. Of 22 procurement platforms, two are operational, with connectors run on real data: SAM.gov and USAspending. Fourteen are manual, and six are closed to Paradoxa today.

[7:33] Supplier profiles, pursuit pricing and underwriting, capture plans, proposal packets, independent QA, submission records and award execution are built, and were tested with fictional data. Production holds no records for them yet, so they are not shown here with real data. The AI analyst is built, but not connected.

[7:56] Paradoxa AI. Turn intelligence into action. Learn more at ParadoxaGov.com.