{"id":"content-moderation","slug":"content-moderation","name":"Content moderation (I/O safety classify)","shortName":"Content moderation (I/O safety classify)","problemStatement":"Classify user or model text/images for policy violations before acting.","whenNotTopPick":"Need open Llama Guard classifier with low latency — groq; need programmable multi-step rails — nvidia-nemo-guardrails; need EU-hosted guard models — ovhcloud-ai.","categoryIds":["cat-inference-apis","cat-observability"],"depotPickProviderId":"openai-moderation","depotPickRationale":"pricePerf + dx + reliability. Free OpenAI Moderation is the blunt default; escalate to Guardrails/Llama Guard for custom policy.","runnersUpIds":["groq","nvidia-nemo-guardrails","lakera","ovhcloud-ai","guardrails-ai"],"weights":{"capabilityFit":0.25,"pricePerformance":0.18,"latencyReliability":0.15,"developerDx":0.15,"privacyPosture":0.1,"lockInRisk":0.07,"maturity":0.1},"methodologyNotes":"pricePerf + dx + reliability. Free OpenAI Moderation is the blunt default; escalate to Guardrails/Llama Guard for custom policy.","tags":["content"],"depth":{"whenNotToUse":{"text":"Need open Llama Guard classifier with low latency — groq; need programmable multi-step rails — nvidia-nemo-guardrails; need EU-hosted guard models — ovhcloud-ai.","source":"editorial `whenNotTopPick` (data/jtbds.json)"},"whenNotToUseReason":null,"runnerUp":{"providerId":"groq","name":"Groq","overallForJob":7.95,"pickOverallForJob":8.62,"beatsPickOn":["lockInRisk"],"source":"first resolvable entry of the job's editorially ranked `runnersUpIds`; scores are stored job-weighted scores"},"runnerUpReason":null,"lockIn":{"pickLockInRisk":5.5,"runnerUpLockInRisk":5,"scale":"0–10 stored curated estimate; higher = more lock-in (worse)","pickExitSignals":[],"runnerUpExitSignals":["serves open-weight models (provider tag `open-models`)"],"pickNotes":[{"text":"Cannot self-host or fine-tune categories","field":"weaknesses"}],"selfHostFallback":[],"migration":"Runner-up Groq has lower stored lock-in risk (5 vs 5.5, 0–10, higher = more lock-in).","migrationReason":null,"derivedFrom":"stored lockInRisk scores, provider tags (oss, self-host, openai-compat, open-models), free rows that list this job, and verbatim provider notes. No migration guide was invented."}},"freshness":{"pick":{"score":{"asOf":"2026-09-14","ageDays":43,"stale":true,"staleAfterDays":30,"reason":null},"lastReviewed":{"asOf":"2026-09-14","ageDays":43,"stale":true,"staleAfterDays":30,"reason":null},"sourceCheck":{"checkedAt":"2026-10-27","sourceUrls":2,"sourcesReachable":2,"pricingRows":1,"pricingRowsReconfirmed":0,"note":"A source re-check confirms the page is reachable and, for pricing rows, that the stored amount and SKU name appear on it. It does not re-derive or change the score.","reason":null}}},"depotPick":{"id":"openai-moderation","slug":"openai-moderation","name":"OpenAI Moderation","tagline":"Default first-pass content filter for agent I/O. Pair with Llama Guard (Groq) or NeMo Guardrails when you…","overall":8.62},"runnersUp":[{"id":"groq","slug":"groq","name":"Groq","tagline":"Use when latency is the product. Do not build your whole company on one Groq model SKU — they rotate.","overall":7.95},{"id":"nvidia-nemo-guardrails","slug":"nvidia-nemo-guardrails","name":"NVIDIA NeMo Guardrails","tagline":"When OpenAI Moderation taxonomy is not enough and you need programmable rails. Host Llama Guard on Groq for…","overall":7.87},{"id":"lakera","slug":"lakera","name":"Lakera Guard","tagline":"Depot pick for a dedicated prompt-injection firewall in front of any LLM. NeMo when you need programmable…","overall":8.21},{"id":"ovhcloud-ai","slug":"ovhcloud-ai","name":"OVHcloud AI Endpoints","tagline":"Strong EU budget open-model alternative. Mistral remains the EU product default; OVH when price + French…","overall":7.72},{"id":"guardrails-ai","slug":"guardrails-ai","name":"Guardrails AI","tagline":"OSS programmable rails peer to NeMo Guardrails. Lakera when you want a hosted injection firewall API…","overall":8.2}]}