Agent Engineering

RecoAgent

The engineering layer for production agents.

RecoAgent gives teams stable contracts, governed templates, and one-click integration recipes around frameworks like LangGraph and the OpenAI Agents SDK — so you go from idea to a validated, production-shaped agent in one session.

Talk to an expertAll products

The goal isn't to replace your framework. It's to make agent projects faster to build and safer to operate — with no hidden runtime ownership and no lock-in.

Capabilities

Framework-neutral contracts
Stable APIs across LangGraph, OpenAI Agents SDK, Pydantic AI, and more.
Governed project templates
Support, research, extraction, and RAG agents with tests and evals built in.
Integration recipes
Add MCP, Composio, Arcade tools, structured outputs, and observability without hand-wiring.
Provider safety & validation
Tool policy gates, human approvals, idempotency, and deterministic smoke tests.
Readiness gates
Local → live → release reports that prove agent safety and correctness.

Who it's for

Agent product engineers and platform teams who need reliable starters, proof gates, and a standard way to ship agents across repos.

The problem it solves

Every agent project re-builds the same integrations, safety checks, and eval scaffolding from scratch. RecoAgent gives you reviewed blueprints, recipes, and stable contracts so you focus on your agent's behavior — and reach a validated production starter in one session.

Why it's different

Adapter-first, market-first, evidence-first — wrap proven tools, prove they work
No hidden runtime ownership: workflows, auth, memory, and RAG stay external
Every adapter is replaceable — you're never locked into RecoAgent

Case studies

RecoAgent in the real world

Representative scenarios we've built — the kind of work RecoAgent is designed for.

Healthcare

Healthcare intake & scheduling

Challenge
Providers need an agent that books multi-step appointments and extracts intake data without exposing PHI or giving medical advice.
What RecoAgent did
MCP-shaped scheduling tools, structured intake extraction with validation, and RAG over clinic policy — with PHI auto-redaction and approval gates on writes.
Outcome
A validated, production-shaped booking agent that passes deterministic evals on clinical escalation and PHI redaction — no live credentials required.
Structured extractionPHI governanceMCP tools
Healthcare · Pharmacy

Pharmacy refill automation

Challenge
Routine refills should auto-process, but controlled substances and clinical changes must escalate to licensed providers with a tamper-evident trail.
What RecoAgent did
An MCP-backed refill agent with auto-approval for routine refills, mandatory escalation rules via the policy evaluator, and an audit chain through the audit store.
Outcome
Routine refills clear instantly while escalation rules hold; every transaction is logged with tamper-evident audit entries and zero PHI leakage.
Escalation rulesAudit chainGovernance
Fintech · Payments

Merchant policy support (RAG)

Challenge
Payment platforms must answer merchant questions on chargebacks, SLAs, and payouts from a fresh, validated source — without hallucinations or stale guidance.
What RecoAgent did
A RAG agent over local policy docs with a normalized retrieval contract, source ACL checks that reject stale/unauthorized sources, and full citation tracing.
Outcome
Validated in one session with passing evals on chargeback, payout-reserve, and dispute-SLA retrieval — deterministic, fully traced, freshness-audited.
RAG agentSource validationCitations
Fintech · Fraud Ops

Real-time fraud triage

Challenge
Transaction fraud scoring must auto-clear low risk, auto-block critical threats, and route medium risk to analysts — with audit trails for compliance.
What RecoAgent did
Risk-scoring tools with deterministic decision gates by score threshold, plus governance middleware wiring PII redaction and mandatory audit logging.
Outcome
Transactions clear or escalate instantly on deterministic rules; every decision is logged with verified audit-chain integrity and redacted PII.
Decision gatesAudit chainReal-time
Fintech · Compliance

KYB merchant onboarding

Challenge
Processors must extract KYB data from documents, verify compliance status, and escalate violations while protecting PII and keeping an audit trail.
What RecoAgent did
Typed structured extraction, MCP tools for document verification and compliance lookup, and guardrail-gated escalation backed by the audit store.
Outcome
Merchants onboarded in one session with typed, validated data and automatic escalation of compliance flags to human review.
Structured extractionCompliancePII governance
SaaS · Customer Success

SaaS churn-save agent

Challenge
Teams need an agent that scores customer health, presents save offers, and escalates approval for large discounts — but not for small, standard ones.
What RecoAgent did
Usage-health scoring tools, RAG over pricing/renewal docs, structured offer generation, and threshold-based approval gates with conversation memory.
Outcome
The agent scores churn risk and auto-approves standard discounts in one session; material discounts escalate with full context preserved.
Threshold gatesRAGOffer management

See RecoAgent on your data.

We'll walk through a scoped pilot and a clear rollout plan for your team.

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