Federal contracting intelligence built on 12+ million award transactions, 880,000 active SAM-registered entities, and FEC political contribution cross-references. Competitive intelligence lookups available now — predictive ML scoring in calibrated-evaluation beta. API-first, explainable, priced for small-to-mid-sized capture teams.
Given a vendor (UEI) and an opportunity (NAICS + agency + set-aside + size), we return a competitive-intelligence ranking against eligible peers — plus the top drivers behind the score. Currently in calibrated-evaluation beta: full-density information-retrieval methodology (Hit@1 / Hit@3 / MRR against the actual SAM-eligible vendor pool) is being validated before publishing accuracy claims.
A gradient-boosted classifier trained on every federal prime-contract initial award from FY2024 through FY2026 (12.2M rows), with negatives sampled from NAICS-eligible SAM entities. Every prediction ships with the five largest feature contributions, so capture managers can audit the logic rather than trust a black box.
# Request { "vendor": { "uei": "KDXA3M7NFGF4" }, "opportunity": { "naics_code": "541330", "awarding_agency_code": "097", # DoD "product_or_service_code": "AC13", "type_of_set_aside_code": "SBA", "primary_place_of_performance_state_code": "TN", "potential_total_value_of_award": 4500000 } } # Response { "uei": "KDXA3M7NFGF4", "competitive_rank": 3, "of_eligible_vendors": 47, "raw_score": 0.72, # Calibrated probability suspended in beta. Use rank. "top_drivers": [ { "feature": "uei_naics_win_count", "value": 23, "direction": "positive" }, { "feature": "uei_agency_naics_share", "value": 0.14, "direction": "positive" }, { "feature": "match_naics_primary", "value": 1, "direction": "positive" }, { "feature": "set_aside_match", "value": 1, "direction": "positive" }, { "feature": "match_state", "value": 0, "direction": "negative" } ], "model_version": "win_score_v1" }
# Use case: contracting officer or BD researcher wants the top 20 vendors # most likely to win a specific opportunity, filtered by state and SB status. { "opportunity": { /* same shape as above */ }, "top_k": 20, "filter_state": "TX", "filter_sb_eligible_only": true }
Given a healthcare provider's NPI, we predict the probability they deactivate, retire, or change practice in the next 24 months. Built for provider-network adequacy planning, M&A and portfolio diligence, and health-plan directory management — network- and transaction-level analysis, not decisions about individual providers.
Trained on the full NPPES Healthcare Provider Registry — 9.4 million records — with deactivation history as the supervised label and a 2-year forward prediction window. Features include practice tenure, taxonomy mix, organizational structure, geographic stability, license state, and structural signals like authorized-official presence and parent-organization linkage.
# Request — illustrative example, synthetic identifier (not a real provider) { "provider": { "npi": "1000000004" } } # Response { "subject_id": "1000000004", "probability": 0.0011, "model": "provider-stability_v1", "interpretation": "Probability of provider deactivation or practice exit in next 24 months", "top_drivers": [ { "feature": "years_since_enum", "value": 18.86, "direction": "negative" }, { "feature": "practice_state", "value": 852, "direction": "negative" }, { "feature": "taxonomy_count", "value": 2, "direction": "negative" } ] }
Given a motor carrier's USDOT number, predict the probability they will have a reportable safety incident (crash) in the next 24 months. Built for trucking insurance underwriters, freight brokers, shippers, and 4PL logistics companies.
Trained on the full FMCSA Motor Carrier Census (4.4M registered USDOTs) joined to the public Crash File (985K crashes 2021-2026), SMS BASIC scores (5 BASICs across 705K carriers — Unsafe Driving, HOS Compliance, Driver Fitness, Controlled Substances, Vehicle Maintenance), and Out-of-Service order history (387K records). Time-cutoff design: features pre-2024-01-01, label from crashes 2024-01-01 to 2026-01-01. v2 is a substantial step up from v1 — exposure-adjusted features (annual VMT, fleet size) plus FMCSA's own inspection violation patterns dramatically improve top-decile precision.
# Request — illustrative example, synthetic identifier (not a real carrier) { "carrier": { "usdot": "9999999" } } # Response (illustrative — synthetic high-crash carrier profile) { "subject_id": "9999999", "probability": 0.9994, "model": "carrier-risk_v1", "interpretation": "Probability of reportable safety incident (crash) in next 24 months", "top_drivers": [ { "feature": "prior_crash_count", "value": 4499, "direction": "positive" }, { "feature": "had_prior_crash", "value": 1, "direction": "positive" }, { "feature": "prior_tow_aways", "value": 4261, "direction": "positive" }, { "feature": "years_since_last_crash", "value": 0.005, "direction": "positive" } ] }
The multi-model FastAPI scoring service is operational on internal infrastructure today (3 models loaded, SHAP-style explanations, sub-100ms response). External launch with API keys + metered billing targeted for Q2 2026. Today's commercial deliverable: scored CSVs via batch tiers.
Provide the 12-character UEI for your firm (or a competitor) plus the 6-digit NAICS of the opportunity. Opportunity metadata can come from our SAM.gov Opportunities feed or your own CRM.
POST to /v1/score/federal-win. Response in under 100 ms with a 0-1 win probability and the top five feature contributions signed positive or negative. (Endpoint planned Q3 2026.)
Use the probability to prioritize capture effort. Use the driver list to design a no-bid / bid-solo / bid-with-partner posture. Loop the lift back into your internal pipeline.
Each model ships above with four tiers (Custom List $1,997 · State Batch $4,997 · National Batch $14,997 · Quarterly Subscription $49,997/yr). One-time CSV deliveries, signed DPA, GPC-eligible at the Custom List tier. Federal buyers and most commercial buyers prefer this — no integration, no per-call billing, no rate-limit surprises.
Multi-model FastAPI scoring service is operational on internal infrastructure today — 3 models loaded (Provider Stability, Carrier Risk v2, Federal Win Score), SHAP-style per-prediction feature contributions, sub-100ms response. External launch with API key authentication + Stripe metered billing + customer self-service portal targeted for Q2 2026 (June). Early-access subscribers get priority onboarding plus first month free at the Growth tier.