For technical buyers and capture leaders who want to know what's under the hood. AURA — the Adaptive Unified Response and Acquisition Engine — is a compound system: specialized components for retrieval, deterministic funding math, calibrated scoring, and fenced LLM reasoning, composed into a pipeline you can trust and audit.
Funding figures, scores, and balances are computed in code. The LLM explains and recommends — it never invents a number.
Reasoning runs behind structured outputs and guardrails. Every claim must cite a source; ungrounded generation is rejected.
Nothing ships without passing offline evals. Calibration, grounding, and guardrail-fire rates are tracked online — quality is engineering, not marketing.
The decision layer composes bounded, testable components — not a single prompt.
Win-probability computed from capability fit, competition, past performance, and set-aside eligibility — held to real outcomes and monitored for calibration drift.
Remaining unobligated balance joined from appropriations and execution data — never guessed. Every figure traces to USAspending, OMB apportionments, and related public sources.
Verdicts cite computed signals and solicitation text. Ungrounded claims don't ship; humans own the final bid decision.
AURA agents orchestrate skills into jobs your capture team needs — search, score, recommend, alert. Most are deterministic workflows: fixed pipelines that are predictable, testable, and cheap. Each agent has a typed job, a fixed skill chain, and eval gates before deploy.
Skills are bounded, typed, versioned units of work with input/output schemas, determinism flags, guardrails, and their own eval sets. Swap a data source or refine a scorer without rewriting the agent.
MVP skills include search, capability match, solicitation parse, funding fetch, budget runway compute, pursuit scoring, risk assessment, and bid recommendation.
Strong fit, funded through FY, incumbent risk flagged — review teaming options.
agent output · Pursuit Decision · all numbers traced to computed sources
AURA runs the full GovCon capture lifecycle. Our wedge is the decision loop — everything else supports whether to commit.
Search, capability match, light scoring — rank opportunities, never act.
Solicitation understanding, runway, calibrated Pursuit Score.
Bid Advisor verdict with evidence. You decide to bid.
Briefs, compliance matrices, win themes — cited and editable.
Funding signals, market changes, runway-aware alerts.
Bring a pursuit you already understand and check our figures against what you know.