An AI agent implementation takes as long as its slowest necessary dependency: access to the right systems, representative work, an agreed action boundary, validation and a business owner willing to accept the result. A basic demo can be assembled before any of these are settled. For a credible delivery date, schedule the dependencies with named owners and exit evidence, then put contingency against the uncertain ones. A vendor’s generic number of weeks is not your project plan.
The search results for this question are full of duration ranges. They are hard to transfer between companies. A read-only assistant working from one approved source has a different path from an agent that changes customer records across two systems. Even two deployments using the same platform can be separated by the time it takes to approve access or assemble test cases.
Build a timeline around what can actually block launch
Start with one workflow and write down the deliverable the operator will accept. For example: a client-services team wants a draft account brief with citations to approved project records. The initial release produces a brief for review; it does not update the CRM or send it to a client. That distinction changes the integration, authority and test work immediately.
Use this worksheet in discovery. Durations are estimates supplied by the people doing the work, not an industry benchmark.
| Dependency | Exit evidence | Owner to name | Scheduling question |
|---|---|---|---|
| Workflow boundary | One accepted output and prohibited actions | Business workflow owner | Which task and failure matter enough to test? |
| Source access | Approved accounts, sample records and permission rules | System and data owners | Who can grant access, and when? |
| Representative cases | Realistic inputs, expected outputs and known exceptions | Operators who do the work | Can we test the cases that consume senior review time? |
| Integration | Successful reads and, if scoped, controlled write-back | Technical owner | Does the existing connector cover the actual workflow? |
| Acceptance | Reviewed outputs, failed-case log and agreed threshold | Business owner and reviewers | What evidence changes a pilot into a usable tool? |
| Release support | Named escalation route and ability to restrict the tool | Operating owner | Who responds when the source or model changes? |
Microsoft’s agent lifecycle guidance separates discovery, experimentation, build, deployment and ongoing operation. It specifically calls for experimentation with real-world data rather than relying on synthetic examples. The worksheet makes those stages schedulable: a phase is only complete when someone can show its exit evidence.
Find the critical path before promising a date
Draw arrows between the dependencies. The team can design the user interface while system access is reviewed. It cannot validate permission-sensitive answers against live-like records until access and cases are available. A CRM write-back test cannot start just because the model produces good text.
For each task, record a start condition, an owner, an estimated duration and the next task it blocks. Ask the owner for the earliest date they can begin, then identify the chain whose delays move the release date. Recalculate after discovery; do not conceal an unresolved security or procurement decision inside a fixed development estimate.
One useful split is first accepted output versus authority to act. A supervised brief can prove that the company context helps a real operator before the team builds write-back. If the business needs the agent to act in a system, add identity, exact-action review, failure handling and reconciliation to that later milestone. The sequence preserves learning while keeping the consequential release contingent on its own evidence.
The existing PoC-to-production guide covers the evidence gates for release. This scheduling method answers a different question: which owner’s unfinished work is setting the date, and what can be decoupled without misrepresenting the scope?
Treat acceleration claims as scope claims
A prebuilt connector can reduce integration work. It does not grant the right to read every connected document, establish which record is current or make a department head available for acceptance testing. Moveworks’ implementation guide names integration, security review, user testing and organisational readiness as timing factors, while advocating its own platform. The useful buyer takeaway is to ask which of those tasks the platform has actually removed in your environment.
When a supplier proposes a shorter date, request the changed dependency map. Did the scope become read-only? Is an existing integration already authorised? Are operators providing tested cases? Is a security decision deferred until after a demonstration? A shorter route can be sound. A deferred gate should be visible rather than renamed “post-launch optimisation”.
Microsoft’s build-process guidance calls for an agent charter with responsibilities and prohibited actions, versioned instructions, representative tests and explicit tool boundaries. These requirements are practical scheduling inputs. Each has someone who must supply evidence and accept the result.
A buyer’s date request that produces a usable answer
Ask the delivery team for two dated milestones: the first output a real operator will judge, and the first live action the agent is authorised to take, if any. Attach the dependency worksheet, named owners, the assumptions behind each date and the evidence required to move between them. If source access is still pending, show the conditional date rather than filling the gap with confidence.
Model Operator is a Dubai-based AI product studio led by Alexander Chrisostomou. Its AI Initiative Consulting work can map a consequential workflow and its implementation dependencies; its Company Brain work connects approved company context to the work itself. For a scoped conversation, send the workflow, the systems it touches and the date you need to make a decision to alexander@modeloperator.io. The first decision is what can be tested with available access and who owns the remaining gate.