An AI Automation Project from Consultation to Delivery: The Complete Six-Stage Workflow

Six stages — what happens at each one, what the buyer should do, and what to receive.

The most common anxiety for first-time AI project buyers is "I don't know what's going to happen." The following lays out the complete lifecycle of a fixed-scope AI automation project — six stages, with what happens at each, what the buyer should do, and what to receive. The workflow is based on actual delivery practice and is structurally applicable for evaluating any vendor.

Stage 1: Requirements Interview (Before Work Begins)

What happens: The vendor talks with you and the colleagues who actually execute the process, clarifying three things — how the current process works, where the pain point is, and what success looks like.

What the buyer should do: Have the colleagues who actually do this work participate in the interview. Management's description of a process and the actual process frequently diverge — and automation must be built against the actual process.

What the buyer should receive: A mutually confirmed process description. This stage is typically free or low-cost — it is the prerequisite for quoting.

Stage 2: Scope Definition and Quote

What happens: The vendor translates requirements into a deliverables list — which tools, what each inputs and outputs, acceptance criteria — priced as a total with milestone breakdowns.

What the buyer should do: Read each item until understood (anything unclear, ask for a plain-language rewrite). Use the eight essential questions to evaluate the proposal. Confirm source code handover is in the list.

What the buyer should receive: A written deliverables list, milestone payment schedule, and acceptance criteria.

Stage 3: First Milestone — Core Process Prototype

What happens: The vendor builds the core segment of the workflow first, runs it through with your real data, and delivers a first version that can be actually operated.

What the buyer should do: Accept using real scenarios, not a demo — feed several everyday documents by hand and check output stability and fidelity. This is the most important stop-loss point in the entire project: if the core does not work, nothing downstream gets built — and your exposure is capped at the first payment.

What the buyer should receive: An operable prototype + payment of that segment only after acceptance.

Stage 4: Subsequent Milestones — Integration and Refinement

What happens: After prototype acceptance, the vendor completes the remaining parts: integration with your existing tools (email, messaging apps, cloud storage, etc.), error flagging mechanisms, usage controls.

What the buyer should do: Have one or two colleagues begin parallel use, accumulating a problem list from real work, then provide feedback all at once — scattered real-time change requests slow both sides down.

What the buyer should receive: Verifiable outcomes at each milestone.

Stage 5: Delivery and Handover

What happens: Complete source code, deployment documentation, account and key transfer, knowledge transfer session (the four items' specifics are in the handover article).

What the buyer should do: The designated incoming party (internal colleague or planned maintenance person) actually participates in the handover session and runs through a deployment once by following the documentation on the spot — correct documentation is verified by re-running it.

What the buyer should receive: All four handover items complete. Final payment after this.

Stage 6: Early Post-Go-Live Period

What happens: System enters daily operation. Retain manual spot-checks for the first few weeks to build a trust baseline for the system; then operate by the error flagging mechanism.

What the buyer should do: Record actual API usage levels (versus the pre-delivery estimate), record anomalies and resolution times — data for future maintenance agreement negotiations.

Timeline Sense for the Full Process

Small automation projects (single workflow, minimal integrations) measure from interview to handover in weeks; multi-workflow, multi-integration projects measure in months. Any proposal that promises the entire process "in days" has typically skipped either the interview or the handover end — and those two ends are exactly what determine success or failure.

FAQ

Q: Can the six stages be compressed?

Milestones can be combined, but two points are high-risk to skip: the written deliverables list before work begins (Stage 2), and the complete handover at the end (Stage 5). Everything in the middle is negotiable. The two ends are structural.

Q: How much time does the buyer need to invest throughout?

Concentrated at three points: the interview (have the right people present), acceptance at each milestone (real data testing), and the handover session. The rest of the time, the project advances on the vendor's side. Time saved on acceptance gets paid for after go-live.