Use cases / Customer and revenue

AI Sales

More selling time, with outbound messages under control.

01

Problem

Reps lose hours to research and CRM upkeep. Unsupervised outbound AI risks off-brand claims and consent violations.

02

AI capability

Research accounts, summarize call notes, draft personalized outreach and keep CRM records current.

03

Data

The agent works from the context you connect, not from the open internet by default.

  • CRM records
  • Call and meeting notes
  • Approved messaging and pricing
  • Public company information

04

Agent

Sales Agent

Prepares account briefs and draft outreach for the rep to send.

05

Workflow

  1. 1. Account selected
  2. 2. Research and brief
  3. 3. Draft outreach
  4. 4. Claims and consent check
  5. 5. Rep approval
  6. 6. Send
  7. 7. CRM update

06

Governance

Governance runs inside the agent at runtime: policy changes what it can actually do.

Can

  • Read CRM accounts in the rep territory
  • Draft messages from approved messaging
  • Update CRM notes
  • Summarize calls

Cannot

  • Quote unapproved pricing
  • Contact opted-out contacts
  • Send external email unapproved
  • Edit others accounts

Requires approval

  • External messages
  • Discounts
  • Use of customer references

Records

Agent identity, Data accessed, Model used, Output, Tools called, Policy applied, Decision, Approval, Action, Outcome.

Suggested starting autonomy: L2 Approve

Start at L2: reps approve outbound messages; CRM note updates can move to L3.

How controlled autonomy works

07

Outcome

What you measure, so the agent earns more autonomy on evidence:

  • Rep time on research and admin
  • Reply rate on approved outreach
  • CRM completeness
  • Messages blocked by policy

Questions

Will it email prospects on its own?

Not unless you raise its level for that action. Outbound messages default to rep approval.

How are opt-outs respected?

Contact status is checked by policy before any draft is released.

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