Speaking twice at Dreamforce · Sept 15-17 →

Salesforce MVP Hall of Fame · Certified Partner since 2010

Reply intent in sales email

Interested, objection, not now, referral, unsubscribe. Every reply sorted before a rep opens it.

Get the written assessment

Certified Partner since 2010 · MVP Hall of Fame · 200+ agents in production · UAE and US desks

All 100 decisions
  1. 01Models · Claude, Gemini, OpenAI, Bedrock
  2. 02Agents · Agentforce, CrewAI, ADK, A2A
  3. 03Memory · Neo4j, Cognee, RAG
  4. 04Identity · IndyKite, SSO, entitlements
  5. 05Governance · policy, audit, human override

The stack

How we would assemble it.

The honest no: if the work is a software factory with a named delivery date, we are the wrong partner.

The decision

The decision, drawn.

Choice intent (interested, objection, not now, referral, unsubscribe) on every reply

Jev · Choice

What does this reply want?

  • interested
  • objection
  • not now
  • referral
  • unsubscribe
  • other

Not this quarter. Ping me in January, and loop in Priya on procurement.

  • not now0.71
  • referral0.24
  • interested0.04
  • other0.01
Choice · about $0.0168 per 1,000 decisions, estimated

The job

What has to be true.

Act at 0.90 confidence or higher. Below that, a person or a larger model.

The figure

Builder's figure. Not reproduced by us.

Measured build (self-reported)

Thousands of outreach messages in 40s for <$0.20

apimodels.app/jev-use-cases

Write your house rules into the request. When rules were left out, Jev got 5 of 24 right with high confidence (Huryn). Validate thresholds on labelled samples.

The brief

Name the decision your team makes a thousand times a day.

We read the process and write down where Jev fits, where it does not, and where the line sits.

Where are you?

Certified Partner since 2010 · MVP Hall of Fame · 200+ agents in production · UAE and US desks

All 100 decisions