AI Safety, Alignment & Model Governance
AI safety teams in 2026 evaluate models on five dimensions: jailbreak resistance, hallucination rate, prompt-injection defense, content moderation breadth, and refusal calibration. Vendor marketing pages claim everything; the real differences only show up in published red-team reports, third-party benchmarks (HELM, MLPerf-Safety, JailbreakBench), and your own evals.
These pages cite published 2026 safety data from OpenAI, Anthropic, Google DeepMind, Meta, Mistral, and Cohere — plus moderation pricing and prompt-injection defense patterns. Pick a topic or compare safety stacks across providers.
19 pages · updated 2026
AI Bias Evaluation & Fairness Audit Tools Compared (2026)
IBM AIF360, Microsoft Fairlearn, AWS SageMaker Clarify, Vertex Model Eval, Holistic AI, Fiddler, Arthur — priced and ranked, sourced June 2026.
ReadAI Content Moderation API Cost by Provider: Real Prices (2026)
OpenAI Moderation, Perspective API, Azure AI Content Safety, AWS, Hive, and Sightengine priced and ranked — sourced from vendor pricing pages, June 2026.
ReadAI Deepfake Detection Tools Compared: Reality Defender, Hive, Sensity (2026)
Reality Defender, Hive, Sensity AI, Truepic Vision, Pindrop Pulse, and Intel FakeCatcher priced and ranked — sourced from vendor pages, June 2026.
ReadAI Guardrails Platforms Compared: NeMo, Guardrails AI, Lakera (2026)
NVIDIA NeMo, Guardrails AI, Lakera, Rebuff, Robust Intelligence, IBM watsonx.governance priced and ranked — sourced from vendor docs, June 2026.
ReadAI Incident Response Playbook: When Your LLM Goes Public (2026)
NIST AI RMF, MITRE ATLAS, OWASP LLM Top 10, EU AI Act Art. 73 and ISO 42001 mapped to real LLM incidents — sourced June 2026.
ReadAI Output Watermarking 2026: SynthID, C2PA, DALL-E 3, Meta, Truepic
Google SynthID, C2PA Content Credentials, DALL-E 3, Meta Imagine, Adobe, Truepic compared — robustness, EU AI Act fit, sourced from vendor pages, June 2026.
ReadAI Safety Eval Frameworks Compared: HELM, Inspect, OpenAI Evals (2026)
HELM, Inspect, OpenAI Evals, lm-eval-harness, JailbreakBench, HarmBench, AILuminate, HF Leaderboard ranked — sourced from project pages, June 2026.
ReadAnthropic Constitutional AI Explained: CAI, RLAIF, ASL, RSP (2026)
Constitutional AI, RLAIF, the actual constitution, ASL levels, Responsible Scaling Policy, and Claude refusal patterns — sourced from Anthropic, June 2026.
ReadGoogle Gemini Safety Features Explained: Filters, ShieldGemma, SynthID (2026)
Gemini API safety filters, Vertex AI Safety, ShieldGemma 2B/9B/27B, SynthID watermarking, and the Responsible AI Toolkit — sourced from Google docs, June 2026.
ReadLlama Guard vs ShieldGemma vs Prompt Guard vs Granite Guardian (2026)
Meta Llama Guard 3, Google ShieldGemma, Microsoft Prompt Guard, IBM Granite Guardian, and Allen AI WildGuard — sized and compared from Hugging Face model cards, June 2026.
ReadLLM Hallucination Rates Compared: GPT-5, Claude, Gemini, Llama (2026)
GPT-5, GPT-4o, Claude Opus 4.7, Claude Sonnet 4.6, Gemini 2.5 Pro/Flash, Llama 4, Mistral Large 2 hallucination benchmarks ranked — sourced June 2026.
ReadLLM Jailbreak Prevention 2026: Taxonomy, Defenses, Benchmarks
Constitutional AI, Llama Guard 3, ShieldGemma, Lakera Guard, Rebuff, and NeMo Guardrails compared — taxonomy, benchmarks, and defense trade-offs, June 2026.
ReadLLM Red-Teaming Tools Compared: Garak, PyRIT, Cisco, HiddenLayer (2026)
Garak, PyRIT, Robust Intelligence, HiddenLayer, Mindgard, and Protect AI Recon priced and ranked — sourced from vendor docs, June 2026.
ReadLLM Toxicity Detection Tools Compared: Perspective, Detoxify, OpenAI (2026)
Perspective API, Detoxify, OpenAI Moderation, AWS Comprehend, Azure Content Safety, HF roberta-hate-speech — priced and benchmarked, June 2026.
ReadNVIDIA NeMo Guardrails vs Guardrails AI: Engineer Pick (2026)
NeMo Guardrails (Colang DSL, Apache 2.0) vs Guardrails AI (RAIL, MIT) — license, perf, validators, NIM hooks compared. Sourced June 2026.
ReadOpenAI Moderation vs Perspective vs AWS vs Azure Content Safety (2026)
OpenAI omni-moderation, Perspective API, AWS Comprehend Toxicity, Azure Content Safety, and Hugging Face RoBERTa benchmarked head-to-head — sourced June 2026.
ReadOpenAI Safety Features Explained: Moderation, System Cards, Azure (2026)
Moderation API, Preparedness Framework, system cards, Whisper, DALL-E 3, and Azure overlays priced and ranked — sourced from openai.com, June 2026.
ReadPrompt Injection Defense in 2026: Lakera, Rebuff, Prompt Shields Compared
Lakera Guard, Rebuff, Azure Prompt Shields, Robust Intelligence, Prompt Security, and Llama Firewall priced and ranked — sourced from vendor pages, June 2026.
ReadResponsible AI Platforms for Enterprise Compared (2026)
Credo AI, Holistic AI, Fiddler, Arthur, Robust Intelligence, IBM watsonx.governance, ServiceNow, OneTrust — priced and ranked, sourced June 2026.
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