Salesforce MVP Hall of Fame · Certified Partner since 2010
Outreach message fit
Each draft checked against the prospect before it goes out. Mismatches come back, not sent.
Certified Partner since 2010 · MVP Hall of Fame · 200+ agents in production · UAE and US desks
- 01Models · Claude, Gemini, OpenAI, Bedrock
- 02Agents · Agentforce, CrewAI, ADK, A2A
- 03Memory · Neo4j, Cognee, RAG
- 04Identity · IndyKite, SSO, entitlements
- 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.
Score predicted reply likelihood + Noul 'message mismatches prospect' before send
Jev · Score+Noul
Does this message fit this prospect?
- fits
- mismatch
Prospect: CFO, manufacturing. Draft opens with a developer-tools case study.
Noul · mismatch 0.89
The job
What has to be true.
Set the threshold on the score. Low confidence goes to review. Act at 0.85 or higher. Block at 0.15 or lower. Between 0.35 and 0.65, a person decides.
The figure
Builder's figure. Not reproduced by us.
Detected lead-message mismatches across 700 leads
apimodels.app/jev-use-casesWrite 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.