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AI-agent output QA (daily training review)
RevOpsAudits a full day of an AI SDR/enrichment agent's outputs against ground-truth and guardrails — catches hallucinated firmographics, off-ICP sends, wrong compliance framing, and CRM write errors — then returns a graded review with correction diffs to feed the agent's 30-day training loop.
The routing recipe
Job typeComplex reasoningPolicyBest qualityConstraintsctx ≥ 128k
routes to
NVIDIA Nemotron 3 Ultra 550B-A55B nvidia
nvidia:nvidia/nemotron-3-ultra-550b-a55b
93.7
match score
96.5
task fit
100
cost
59.5
speed
Why this model from benchmarks & capabilities
- "Complex reasoning" leans hardest on reasoning; NVIDIA Nemotron 3 Ultra 550B-A55B scores 100/100 there — top-1 of 40 chat models.
- Strength on this class of work shows up on GPQA Diamond, MMLU-Pro, BIG-Bench Hard, where NVIDIA models are competitive.
- Cost: runs on NVIDIA free credits / self-hostable NIM — effectively $0 marginal. Speed: ~70 tok/s (estimated).
- Chosen over DeepSeek V4 Pro for cheaper & faster.
| Capability the job needs | Weight | NVIDIA Nemotron 3 Ultra 550B-A55B | Catalog rank |
|---|---|---|---|
| reasoning | 1.00 | #1 of 40 | |
| math | 0.60 | #3 of 40 | |
| knowledge | 0.50 | #4 of 40 |
Relevant benchmarksGPQA Diamond MMLU-Pro BIG-Bench Hard LiveBench (reasoning)
EconomicsCost: runs on NVIDIA free credits / self-hostable NIM — effectively $0 marginal.
Speed: ~70 tok/s (estimated). vs runner-upChosen over DeepSeek V4 Pro for cheaper & faster. (DeepSeek V4 Pro, score 91.8)
Speed: ~70 tok/s (estimated). vs runner-upChosen over DeepSeek V4 Pro for cheaper & faster. (DeepSeek V4 Pro, score 91.8)
Example result
Sample input ▾
AI SDR daily batch (3 of 47 outputs shown):
[1] Northwind Labs (45 emp, eCommerce) → Draft: "Congrats on closing your SOC 2 Type II last month — let's get you ISO 27001 next." (No SOC 2 evidence in record.)
[2] Cobalt Health (220 emp, HealthTech) → CRM write: compliance_frameworks set to ["SOC2"], overwriting prior ["SOC2","HIPAA"]. Notes field clearly says HIPAA in scope.
[3] Drift Analytics (90 emp, SaaS) → Draft: "We guarantee you'll pass your audit on the first try."
DAILY AGENT REVIEW — AI SDR #2 (Mid-Market segment) · 47 outputs · Day 14/30
[1] Northwind Labs — BLOCK · root-cause: HALLUCINATED_FACT
before: "Congrats on closing your SOC 2 Type II last month…"
after: "Saw you're scaling upmarket — are SOC 2 requests starting to show up in your deals yet?"
No SOC 2 evidence in record. Fabricated milestone = trust-killer if sent.
[2] Cobalt Health — CORRECT · root-cause: CRM_WRITE_INTEGRITY (destructive overwrite)
before: compliance_frameworks = ["SOC2"]
after: compliance_frameworks = ["SOC2","HIPAA"]
Agent dropped HIPAA despite Notes confirming it. Never shrink a clean array on enrichment.
[3] Drift Analytics — BLOCK · root-cause: BANNED_CLAIM
before: "We guarantee you'll pass your audit on the first try."
after: "Most teams your size get audit-ready in weeks — happy to show the evidence-automation flow."
Guaranteeing audit outcomes is a prohibited compliance claim.
DAILY GRADE: 64/100 (full batch: 5 BLOCK / 6 CORRECT / 36 PASS)
Recurring patterns: (1) inventing compliance milestones with no evidence (3×), (2) destructive CRM array overwrites (2×), (3) over-promising audit outcomes (2×).
Highest-leverage fix for tomorrow: add a guardrail — 'never reference a framework status (achieved/passed/renewed) unless an evidenced field confirms it; if absent, phrase it as a question.' This alone clears 3 of today's 5 BLOCKs.
Test it on your own data