Enterprise: AI integration and operational infrastructure
We build the infrastructure that replaces six-figure labor lines: document ingestion pipelines, RAG-powered support systems, voice automation, and custom integration into your ERP, CRM, and data stack.
Every engagement is quoted from scope.
What we ship
Two engagement shapes. Each starts with a paid scoping call, runs through a fixed-fee pilot, then converts to a production build + retainer.
Voice infrastructure
End-to-end voice automation with custom function-calling, live database lookups mid-call, conditional authentication, and CRM hand-off. Built on Twilio + your stack.
Custom AI engineering
RAG architectures with semantic re-ranking, multi-agent LangGraph frameworks, legacy system modernization, and one-off integration builds quoted from scope.
Three steps from scope to production
We don't sell hours. We sell a working integration with a fixed-fee pilot in front of every production build.
1. Discovery + scope
15-minute call to qualify, followed by a paid 1-2 week scoping engagement: real document samples, current-state audit, target schema, integration map, accuracy bar, and a fixed-price pilot SOW.
2. Fixed-fee pilot
We build the pipeline against your real data over 2-3 weeks. Accuracy measured against a held-out validation set. You either greenlight production or walk away, with no further commitment.
3. Production + retainer
Production integration ships into your ERP, CRM, or database. Monitoring, alerts, monthly accuracy reports, and a named solutions engineer on retainer for ongoing engineering.
Built for regulated environments
What we set up for each build, scoped with you on the discovery call.
VPC / on-prem deployment
Pipelines deploy into your AWS / Azure / GCP account or on-prem infrastructure. Data never leaves your perimeter.
Security controls
Audit logs, role-based access, least-privilege secrets management and incident-response runbooks.
PII redaction + encryption
Field-level encryption at rest and in transit. PII detection + redaction before extraction is logged. Configurable retention windows.
Healthcare data
Health data needs a Business Associate Agreement (BAA) with every vendor that touches it. We sign one with you before we touch it; your own counsel decides what else you need.
Where we work
We don't sell to everyone. We sell to operations drowning in unstructured documents, calls or tickets, where the cost of doing nothing is measured in headcount.
Supply chain & logistics
Freight bills, BOLs, customs forms, route manifests. Mid-market 3PLs and customs brokerages spending six figures a year on data-entry teams.
Healthcare & medical billing
Claim forms, lab reports, prior auth, EOBs, with a human-review queue. Health data needs a BAA with every vendor that touches it; raise it on the discovery call.
Financial services & accounting
Invoices, statements, tax forms, lease agreements. Pipelines with audit logs and field-level encryption.
B2B SaaS & high-volume support
RAG over docs + internal data, voice/chat automation, ticket triage. Series A-B teams scaling support without scaling headcount.
Common questions from buyers
A freelancer hands you code. We hand you a working integration with monitoring, accuracy reports, validation rules, a human-review queue, and a named engineer on retainer. The setup fee covers the build; the monthly retainer covers the engineering hours that keep it working as your documents, vendors, and downstream systems change.
Stop bolting AI onto broken processes. Build the infrastructure.
15-minute discovery call. We'll qualify the engagement, map the integration, and quote a pilot.