ModelRefs / Deal Risk Scoring — Canonical Workflow
Deal Risk Scoring — Canonical Workflow
Deal Risk Scoring: provisional AI workflow implementation reference with candidate models, providers, tools, and architecture.
Overview
Deal risk scoring monitors every open deal and produces a daily risk score with a structured explanation of the two or three signals driving the rating. The model ingests CRM engagement history, email and meeting cadence, multi-threading depth and task completion rates to detect patterns associated with deal slippage in historical data. Each deal gets a risk band and a cited rationale — for example, citing the absence of an economic buyer or a 14-day gap in email engagement — so reps and managers can act on specific, verifiable issues rather than an opaque score.
Implementation profile
| Category | reasoning-models |
|---|---|
| Implementation maturity | production |
| Primary use cases | reasoning, extraction |
| Deployment options | managed-api, hybrid |
| Architectures | serverless-api, managed-container, hybrid-private-cloud |
Candidate models with published references
- BGE-M3
- GPT-5
- GPT-5 Mini
- Claude Sonnet 4.5
- Claude Opus 4
- Gemini 3 Pro
- Llama 4 Scout
- DeepSeek R1
- Mistral Large 2
- Command R+
- o3
- o4 Mini
Coverage means the model is a candidate worth evaluating for this workflow, not a ranking or a recommendation. Models whose reference pages are still in review are omitted.
Benchmarks relevant to this workflow
- Chatbot Arena ELO — LMSYS crowd-sourced pairwise preference leaderboard across open and closed models.
- MT-Bench — LMSYS multi-turn chatbot benchmark across 8 categories, GPT-4 graded 1–10.
- MMLU — Massive Multitask Language Understanding — 57 academic and professional subjects.
These are the benchmarks whose task shape bears on this workflow. Each one only describes its own protocol and date, so confirm the harness matches your workload before treating a score as evidence.
Continue your research
Use these connected ModelRefs sections to compare alternatives, inspect implementation paths, and review the evidence and governance boundaries relevant to Deal Risk Scoring — Canonical Workflow.