From compliance analysis to commercial delivery
Respect the foundation; extend the workflow
The starting point is the Agentic RFP Analysis pattern: discover submissions, read documents, assess requirements, classify evidence and produce reports. This prototype keeps that compliance/evidence spine visible and adds the commercial work needed to prepare a credible response. It does not claim to reproduce or replace the original Cloudera Agent Studio runtime.
Inherited concept retained Extension prototype Human decision remains authoritative
What carries forward — and what is added
Clear lineage, not a replacement claim| Layer | Original RFP analysis pattern | Added in this prototype | Current evidence / limit |
|---|---|---|---|
| 1 · Governance | Discover submissions; apply the 15 administrative, technical and security checks; classify pass, fail or uncertain. | Requirement ledger, source pointers, evidence gaps, stale-date and contradiction review. | Seeded Riverside/TechFlow fixture is synthetic. Findings are review prompts, not external certificate verification. |
| 2 · Reliability and evaluation | The published workflow instructions ask the agents to process every vendor and write a report. | Make completion independently provable: reconcile discovered vendors/files against validated outputs; keep scoring denominators consistent; verify generated reports; retain extraction/source locations and uncertainty. | This UI does not yet run the original batch workflow or provide OCR, an independent batch-completion ledger, PDF output validation or an evaluation harness. These are explicit next engineering gates, not implemented features. |
| 3 · Response work | Generate a vendor-level compliance report. | Draft answers against selected requirements, preserve source/evidence status, flag unsupported claims and package review outputs. | Drafting is deterministic/local in this demo, not an LLM agent and not a submitted tender. |
| 4 · Genetic workforce | Not the central focus of the original compliance workflow. | Compose delivery patterns across roles, locations, technologies and clearance constraints; compare local, blended and automation-assisted options. | Profiles and rates are illustrative. No real people, availability, clearance or supplier eligibility is verified. |
| 5 · Commercial value | Compliance score and procurement recommendation. | Cost-to-deliver, margin, scenario comparison and bid posture to connect compliance to a commercially defensible response. | Rates and FX are assumptions, not live quotes. The model supports decisions; it does not promise savings or winning. |
| 6 · Controlled execution | Agent workflow processes documents and writes reports. | Explicit progression: human-led → AI-assisted → supervised agents → authorised automation, with denial and verification states. | Live orchestration, durable SOC receipts and independent read-back are not connected yet. |
| 7 · Operational visibility | Reports expose analysis results. | Proposed event/receipt/read-back hand-off to a separate operations system; Samsung display as a read-only briefing surface. | Browser events are not SOC telemetry. The TV is not an identity boundary; physical Samsung hardware remains unverified. |
The workflow being demonstrated
Evidence before certaintyFind and screen work
Review a sourced opportunity, identify the buyer and deadline, and open a review case. Verify the live notice and amendments before bid decisions.
Map requirements to evidence
Track source, status, missing proof and uncertainty. A vendor statement is not the same as independently verified certification.
Match a delivery workforce
Balance skills, technology, geography, time zone, cost and clearance eligibility. Clearance is a hard gate and is never inferred from nationality.
Price and approve
Compare delivery scenarios, state assumptions, retain human bid authority and show whether execution is only proposed or independently verified.
Progressive workforce model
People own judgement and use AI to research, structure evidence and draft.
Specialised agents help across discovery, compliance, response, workforce and commercial tasks; a person supervises hand-offs.
Bounded tools, typed inputs, least privilege, deterministic validation, retries and explicit escalation.
Only pre-approved low-risk actions with independent receipts; submission and other consequential actions remain approval-gated.
Integration boundary
Tender Intelligence owns: tender requirements, evidence references, response drafts, workforce proposals, pricing assumptions and human bid decisions.
Operations/SOC owns: identity, grants, policy decisions, invocation records, durable receipts, failure evidence and independently verified state.
Samsung owns no authority: it presents a sanitised, read-only projection. No raw tender documents, personal data or secrets belong on the display.
Contract proposed; transport not live
What we are not claiming
We are not claiming that the original implementation is obsolete, that every newer Cloudera capability is available in the interviewer's environment, or that this prototype is production-ready. Applied AI changes quickly; a year is a long time. The appropriate conversation is what can be reused, what the current runtime supports, and how to validate the next step together.
Bid control room
Current workstream
PrototypeNew tender assessment
Add tender documents and create a traceable requirement ledger before assessing bid readiness.
Decision gates
Keep evidence, judgement, and unknowns distinct.
Source documents and response schedule identified.
Each material requirement linked to a proof item or gap.
Costs, assumptions, risks and margin are explicit.
Bid / no-bid requires accountable approval.
Latest activity
0 eventsGlobal opportunity intelligence
Opportunity register
Snapshot checked 28 Oct 2026 · not an API-connected feedRank is a transparent triage priority, not a win-probability prediction. The register distinguishes open competitive solicitations from justification notices and closed examples. Budget, incumbent position, supplier eligibility and clearance remain unknown unless the primary source proves them.
| Triage | Opportunity / buyer | Stage and deadline | Initial fit hypothesis | Commercial / eligibility | Source | Decision |
|---|
How the engine ranks work
Primary notice, current amendment, notice type, deadline and status are checked before ranking.
Compare scope with the organisation's verified service catalogue and past performance. That profile is not yet connected.
Set-aside eligibility, clearance, licensing, residency and mandatory certifications can block a bid even when the score is attractive.
No contract value, win probability, labour rate or margin is invented where the source or cost model does not support it.
What is connected today?
Curated source snapshot
These records were found on official SAM.gov / District of Columbia procurement pages. The UI can filter and export them, but it does not yet poll those portals, retrieve amendments automatically or call the SAM.gov API.
Live API discovery requires a SAM.gov public API key held server-side in a protected Worker secret, rate-limit handling, pagination, deduplication, amendment tracking and source freshness checks. Never put the key in this browser page.
Next integration seam: market adapter → normalized opportunity record → source receipt → qualification workflow → tender response. No raw protected tender files are needed for public market discovery.
Tender intake
Source material
Supported in this first increment: .txt, .md and .csv for local text extraction. Other file types are registered but not parsed.
Manual requirement capture
Use this for requirements identified during human review.
Text extraction review
Line-based candidates are suggestions only; confirm the exact clause and reference before using them in a bid response.
Evidence ledger
Requirements and evidence status
0 records| ID | Requirement | Source | Criticality | Evidence status | Evidence / gap note | Action |
|---|---|---|---|---|---|---|
| No requirements recorded. | ||||||
Update evidence status
Status means evidence state, not an automatic legal/compliance conclusion.
Commercial model
Pricing assumptions
Decision hygiene
Attach the source, date, geography, currency and role level for each rate.
Currency selector changes the unit label only. No conversion is performed.
Gross margin = (price − cost) ÷ price. Contingency is shown separately until included in cost.
No bid/no-bid or pricing approval is automated by this prototype.
RFT response builder
Response controls
Editable response
Every claim and citation requires human verification.
Agentic workforce planner
Workforce filters
Assignment rules
Match skills and technology, then verify evidence.
Never infer it from nationality, location or job title.
Validate buyer rules, subcontractors and data access.
No autonomous bid, price or submission approval.
Role patterns
12 patternsCommercial comparison
Illustrative cost model · not a quoteSamsung / large-screen briefing
Display controls
Display preview
HOLD
Mandatory proof gap. Two certification dates expired in the fixture. Human review required.
Security boundary
The Samsung screen is a presentation endpoint only. Tender logic, identity, authorisation, evidence retention and operational receipts remain in their respective services. The screen cannot grant access, invoke tools or attest that work ran.
Agent operations
Required event envelope
Independent telemetry should record these fields from the execution boundary, not trust an agent-written summary.
| Event ID / timestamp | Unique receipt and UTC time |
| Principal / scope | Who acted and under what grant |
| Tool / resource | Exact capability and target |
| Invocation / outcome | Request hash, status, error or retry |
| Evidence / readback | Independent confirmation of side effect |
Boundary status
This page contains no credentials or privileged control actions.
Not connected. Keep authenticated and least-privilege.
Optional display surface only; no TV control integration is configured.