The challenge
Even common questions can have different answers depending on the product or contract. Searching across several documents adds preparation time and can produce inconsistent advice.
This scenario assumes approved FAQs, clear response policies, and recurring questions. If the policies are not documented, preparing them is an earlier step.
Information to prepare
Define the source owners, document dates, and permitted readers before choosing the retrieval scope.
| Input | What to check |
|---|---|
| Incoming request | Identify the question and missing details |
| Approved FAQs and policies | Check evidence and applicable conditions |
| Reviewed previous replies | Find examples of approved communication |
| Escalation rules | Identify who can decide exceptions |
The workflow
Adapt the following responsibilities to the team's existing workflow.
| Step | AI and system role | Human role |
|---|---|---|
| Understand the request | Classify the question and extract missing information | Confirm permitted access to account details |
| Find supporting guidance | Present relevant FAQs and policies | Resolve conflicting rules |
| Prepare a response | Show the draft, sources, and unresolved points together | Review the wording and account terms before sending |
| Handle exceptions | Summarize what was checked and what remains unknown | Have the responsible specialist decide the exception |
An example output
The following example was written around fictional source material. It is not customer data or output from a deployed system.
| Field | Example content | Source or status |
|---|---|---|
| Question | How can we add another user? | Sample inquiry |
| Draft | You can add users in the admin screen. Our team will confirm your contract limit. | Sample FAQ: adding users |
| Review needed | Check the account limit and any additional charge | Individual contract review required |
| Handoff | Refer a limit change to the contract owner | Sample escalation rule |
Human review and operating conditions
Missing evidence and conflicting policies trigger human review. Drafts exclude unnecessary personal information. Refunds and contract amendments are not finalized by AI alone in this design.
Evaluate a narrow pilot
A possible evaluation uses around thirty recent requests, including answerable questions, missing context, conflicting policies, and cases requiring individual judgment. Apply the same quality criteria to conventional and assisted replies.
Thirty requests is an example evaluation scope, not a completed test. Assess response quality and review effort together rather than relying on the number of requests processed.
| Measure | What to record |
|---|---|
| Time including review | Research, drafting, checking, and correction time |
| Response quality | Agreement with sources, required edits, and incorrect advice |
| Escalation quality | Missed necessary escalations and unnecessary handoffs |
Explore the next step with Atlas Support
Describe recurring request categories, response documents, and escalation rules. Agree on how personal information will be handled before sharing original messages.
Depending on the agreed scope, we can map the workflow, review data and access, build a prototype, and define evaluation criteria. The evidence then informs the operating scope and remaining issues.
Discuss this workflow
Tell us about one recurring task and the types of documents your team uses. We can help define the scope and the evidence needed for a first evaluation.