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Control gap analysis
ComplianceGiven your current policies and a target framework, find the gaps, rank them by audit risk, and draft remediation steps.
The routing recipe
Job typeComplex reasoningPolicyBest qualityConstraintsctx ≥ 128k
routes to
DeepSeek V4 Pro nvidia
nvidia:deepseek-ai/deepseek-v4-pro
92.2
match score
97.5
task fit
52.2
cost
53.4
speed
Why this model from benchmarks & capabilities
- "Complex reasoning" leans hardest on reasoning; DeepSeek V4 Pro scores 100/100 there — top-2 of 32 chat models.
- Strength on this class of work shows up on GPQA Diamond, MMLU-Pro, BIG-Bench Hard, where DeepSeek AI models are competitive.
- Cost: runs on NVIDIA free credits / self-hostable NIM — effectively $0 marginal. Speed: ~45 tok/s (estimated).
- Chosen over NVIDIA Nemotron 3 Ultra 550B-A55B for higher task-fit (97.5 vs 96.5) & cheaper.
| Capability the job needs | Weight | DeepSeek V4 Pro | Catalog rank |
|---|---|---|---|
| reasoning | 1.00 | #2 of 32 | |
| math | 0.60 | #1 of 32 | |
| knowledge | 0.50 | #2 of 32 |
Relevant benchmarksGPQA Diamond MMLU-Pro BIG-Bench Hard LiveBench (reasoning)
EconomicsCost: runs on NVIDIA free credits / self-hostable NIM — effectively $0 marginal.
Speed: ~45 tok/s (estimated). vs runner-upChosen over NVIDIA Nemotron 3 Ultra 550B-A55B for higher task-fit (97.5 vs 96.5) & cheaper. (NVIDIA Nemotron 3 Ultra 550B-A55B, score 91.3)
Speed: ~45 tok/s (estimated). vs runner-upChosen over NVIDIA Nemotron 3 Ultra 550B-A55B for higher task-fit (97.5 vs 96.5) & cheaper. (NVIDIA Nemotron 3 Ultra 550B-A55B, score 91.3)
Example result
Sample input ▾
Target: SOC 2 Type II. Current state: 'We have access reviews quarterly and encryption at rest. No formal incident response plan, no vendor risk reviews, change management is informal (PR approvals only).'
Top gaps vs SOC 2 Type II:
1. CC7.4 Incident Response — HIGH. No documented IR plan. Remediate: adopt an IR policy + runbook, define severities + on-call, run one tabletop.
2. CC9.2 Vendor Risk — HIGH. No vendor reviews. Remediate: build a vendor inventory, risk-tier them, collect SOC 2/DPAs for criticals.
3. CC8.1 Change Management — MED. PR approvals exist but undocumented. Remediate: write a change-mgmt policy mapping to your PR + CI gates (you likely already meet the control — just formalize evidence).
Strengths already covered: CC6.x access reviews (quarterly), CC6.7 encryption at rest.
Test it on your own data