Where this industry usually has AI opportunity
Start with work that repeats often, has a recognizable input and output, and can be reviewed before it affects a customer, candidate, client or financial record.
| Workflow | Why assess it | Control |
|---|---|---|
| Lead research | High-frequency pre-sales context gathering. | Human qualification. |
| Support triage | Classification and knowledge retrieval repeat at scale. | Escalation rules. |
| Customer-success summaries | Signals are spread across calls, tickets and CRM. | CSM owns account judgement. |
| CRM updates | Call-derived fields and notes are structured. | Approval for high-impact changes. |
| Internal reporting | Recurring metric collection and narrative drafting. | Human reviews anomalies and decisions. |
Prioritize repeated operational work, not novelty
Count how often the workflow occurs across the whole firm, how many people touch it, how long it takes, and how frequently exceptions appear. A modest improvement to a daily cross-team workflow is often worth more than an impressive demo used twice a month.
The best first pilot often removes the repetitive middle of a workflow while keeping judgement and irreversible actions human-controlled.
Example: support triage
The exact boundary should depend on the data available, error cost and approval requirements. Start narrow enough that quality can be measured against the current process.
What not to automate first
- Autonomous responses for high-risk billing, security or legal issues.
- Changing contract or pricing terms automatically.
- Using product telemetry without clear access and privacy boundaries.
- Letting AI close tickets purely to improve metrics.
- Automating customer-success judgement solely from a generated score.
How to start
Select one workflow that happens every week, measure its current frequency and duration, define the smallest useful AI-assisted step, and run the pilot with explicit approval and exception rules. Compare time, quality and rework after the pilot—not just model output quality.