The 4-Step Engineering Framework
How we take messy, manual operational processes and convert them into reliable, autonomous AI agents running inside your company infrastructure.
Discover
Identify high-friction, repetitive workflows that drain senior team bandwidth.
We map your team's real operational bottlenecks: tool handoffs, manual copy-pasting, unstructured email parsing, and CRM updates. We compute baseline labor cost and set concrete ROI targets.
Key Deliverables
Design
Establish rigid input/output schemas, fallback policies, and human approval boundaries.
You receive a clear, fixed-scope Statement of Work. We define deterministic validation rules, system prompts, error fallback queues, and determine exactly where humans remain in the loop.
Key Deliverables
Integrate
Develop and deploy production-grade agent workflows directly into your tech stack.
We build the custom orchestrators, connect tool APIs (Salesforce, HubSpot, Slack, Postgres/Supabase), implement prompt evaluations, and deploy the services to your cloud or local containers.
Key Deliverables
Measure
Validate accuracy, monitor latency and error rates, and tune edge cases together.
We watch real-time execution logs, monitor token economics, and verify that automated runs match human accuracy. Any unexpected exceptions trigger alerts for rapid refinement.
Key Deliverables
The Four Steps at a Glance
Summary of phases, core activities, key outputs, and typical delivery velocity.
| Step | What happens | Key deliverable | Duration |
|---|---|---|---|
| 01. Discover | Map existing manual workflows, assess API feasibility, calculate ROI | Workflow Bottleneck Report | 3–5 days |
| 02. Design | Establish schemas, system prompts, human-in-the-loop checkpoints | Scoped Statement of Work (SOW) | 3–5 days |
| 03. Integrate | Engineer custom agents, integrate APIs, deploy within your VPC | Production-Ready Agent Codebase | 1–2 weeks |
| 04. Measure | Real-time telemetry, exception logging, prompt tuning, handoff | Audit Logs & Handoff Runbook | Ongoing / 30-day warranty |
Fixed-scope statement of work • 30-day implementation warranty • You own the workflows and source
Ready to kick off Phase 01: Discover?
Schedule a 30-minute discovery session. We will evaluate your workflow, review data access requirements, and provide a fixed-scope recommendation.