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Salesforce

JEV and GPT-6 Luna Agreed on All 17. So Why Did the Designs Differ?

October 3, 2026 by Peter
Featured illustration showing JEV and GPT-6 Luna reaching the same 17/17 email classification result while following different decision surfaces and control paths.

JEV and GPT-6 Luna produced the same final classification across 17 Email-to-Case samples. The real difference appeared in cost, evaluation, Question Contracts, Evidence Contracts, and where business authority remained.

Categories Enterprise AI Tags AI Classification, GPT-6 Luna, JEV, OpenAI Decisions API, Salesforce

AI Says It’s 90% Confident. Should You Automate?

September 30, 2026 by Peter

A confidence score makes an automation rule look easy. My JEV email classification PoC showed why the score must first be tested against outcomes and weighed against the consequences of a wrong decision.

Categories Enterprise AI Tags AI Confidence, Calibration, Enterprise AI, Human in the Loop, Salesforce

Do We Need to Rebuild Our REST APIs for MCP?

September 28, 2026 by Peter

MCP does not require a rebuild of stable REST APIs. The architectural choice is how to expose each capability to agents through OpenAPI, vendor hosted MCP, or a shared custom MCP surface.

Categories Enterprise AI Tags Agent Runtime, Enterprise Agent, MCP, Microsoft Foundry, REST API, Salesforce

Salesforce Email-to-Case AI Classification ③ Accuracy Is Built in Operations

September 12, 2026September 6, 2026 by Peter
Salesforce Email-to-Case AI improvement loop connecting production classification, operational outcomes, evaluation, governed approval, and deployment.

How Salesforce Email-to-Case classification can turn production corrections and outcomes into validated evaluation data, governed improvement proposals, and a safer closed loop.

Categories Enterprise AI Tags AI Classification, AI Evaluation, Email-to-Case, Enterprise AX, Observability, Salesforce

Salesforce Email-to-Case AI Classification ② What Happens When Intent Changes Inside the Same Email Thread?

September 12, 2026September 6, 2026 by Peter
Salesforce Email-to-Case AI design separating intent interpretation, human review, and deterministic business-state transition.

A practical Salesforce Email-to-Case design for changing customer intent inside one thread: let AI interpret meaning, use human acceptance as the transaction boundary, and keep state changes deterministic.

Categories Enterprise AI Tags AI Classification, Email-to-Case, Enterprise AX, Salesforce, Workflow Design

Salesforce Email-to-Case AI Classification ① What I Had to Understand Before Automating It

September 12, 2026September 6, 2026 by Peter
Salesforce Email-to-Case AI classification architecture connecting bounded model judgment with operational observability.

A practical look at Salesforce Email-to-Case AI classification: keep the implementation bounded, reuse the workflow that already works, and observe what happens after the prediction.

Categories Enterprise AI Tags AI Classification, Email-to-Case, Enterprise AX, Observability, Salesforce

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