Speaking twice at Dreamforce · Sept 15-17 →

Salesforce MVP Hall of Fame · Certified Partner since 2010

Duplicate ticket detection

Is this the same problem as an open case? Yes or no, with a probability. Fewer tickets worked twice.

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.

jev_compare-style Choice same_fact / different per candidate incident

Jev · Choice

Is this ticket the same problem as the open case?

  • same problem
  • different problem

New: login loop on the mobile app after update. Open case: users stuck on the sign-in screen, iOS 19.

Noul · same problem 0.84

Choice · about $0.0336 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.

Pattern (not yet proven)

Pattern (gradually.ai 'check whether cases are duplicates')

www.gradually.ai/en/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