Do we need a custom agent or a SaaS bot?

If the workflow depends on your systems of record and custom permissions, you usually need scoped integration - not only a SaaS seat. See also our note on LLMs in your stack vs SaaS seats.

How long should a pilot be?

Long enough to hit real volume and failure cases, short enough that nobody confuses a demo with production. Two to six weeks is common when the workflow is already written.

AI agent workflow sketch beside laptop with abstract node graph

AIJuly 7, 2026Updated August 21, 202612 min read

Scoping AI agents for real workflows

Agents fail when the workflow is fuzzy. Scope tools, allowed actions, escalation, and owners before you buy a demo.

AI agentsworkflowscopinghandoffAlbuquerque

Reckap Team

Reckap Solutions LLC is based at 1209 Mountain Rd Pl NE #6830, Albuquerque, NM 87110, with remote delivery across the US. Local NAP lives on /about and /contact - not on thin street landing pages.

Workflow first, model second

Start with the job: intake, triage, draft, escalate. Write the happy path and the three failure paths. Only then pick models and tools. Agents that skip this step look smart in demos and stall in production.

Allowlisted actions

Enumerate tools the agent can call, data it can read, and writes that require human approval. If the allowlist does not fit on one page, the scope is not ready.

Escalation with context

When confidence drops or risk rises, a person must receive the transcript, customer metadata, and a short issue summary. Restarting the conversation from zero is a failed agent design.

Where Reckap fits

See agents with the same handoff standard we use across IT, AI, and ops work.

Write the decision and success metric
Scope systems, owners, and allowlists
Deliver QA evidence and runbooks
Name the day-two support window

See the service page for scope examples, then book a call if the fit is clear.

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FAQ

Do we need a custom agent or a SaaS bot?: If the workflow depends on your systems of record and custom permissions, you usually need scoped integration - not only a SaaS seat. See also our note on LLMs in your stack vs SaaS seats.
How long should a pilot be?: Long enough to hit real volume and failure cases, short enough that nobody confuses a demo with production. Two to six weeks is common when the workflow is already written.