TrueIQ.si
Submit a tool

// guides · 15 articles

Guides

Original, hands-on guides from the TrueIQ editors: comparisons, “best tool for the job” round-ups and plain-English explainers.

  1. Explainers · 7 min read

    RAG Evaluation Metrics: Ragas vs DeepEval vs TruLens

    RAG evaluation metrics explained: faithfulness, relevancy, context precision and recall, which need a reference, and how Ragas, DeepEval and TruLens differ.

  2. Explainer · 7 min read

    Prompt Injection Attacks: Examples and How to Test

    What a prompt injection attack is, direct and indirect examples, why there is no complete fix, and how to test your LLM app with Promptfoo, garak and PyRIT.

  3. Comparison · 7 min read

    LLM Red Teaming Tools: Promptfoo, garak, PyRIT

    The best LLM red teaming tools in 2026 compared: Promptfoo, garak, PyRIT, DeepTeam and Giskard, with licenses, first commands and OWASP LLM Top 10 coverage.

  4. Comparison · 7 min read

    LLM Leaderboards Compared: Which Ones to Trust

    Every major LLM leaderboard compared: how Arena, Artificial Analysis, LiveBench, SEAL, Epoch AI and Vellum score models, and where each one can mislead you.

  5. Explainer · 6 min read

    LLM Hallucination Detection: Methods and Tools

    How LLM hallucination detection works in 2026: faithfulness checks, detector models like HHEM, self-consistency and semantic entropy, and the tools to use.

  6. Explainer · 6 min read

    LLM Evaluation Metrics: What to Measure and How

    The LLM evaluation metrics that matter in 2026: exact match, BLEU, ROUGE, BERTScore, pass@k, LLM-judge rubrics, RAG and safety metrics, and when to use each.

  7. Explainer · 7 min read

    LLM Benchmarks Explained: What the Scores Mean

    LLM benchmarks explained: what MMLU, GPQA Diamond, Humanity's Last Exam, SWE-bench and ARC-AGI measure, why scores saturate, and how to spot contamination.

  8. Explainers · 7 min read

    LLM as a Judge: How It Works and When to Trust It

    LLM as a judge explained: how model graders work, the biases that skew them, how to validate one against human labels, and which open-source tools to use.

  9. Comparison · 7 min read

    Langfuse vs LangSmith: Which Should You Use?

    Langfuse vs LangSmith in 2026: open-source license, self-hosting, pricing, retention, framework fit and migration tips, so you can pick the right LLM tracer.

  10. Comparison · 6 min read

    Langfuse vs Arize Phoenix: Which to Self-Host?

    Langfuse vs Arize Phoenix in 2026: licenses, self-hosting stacks, features, managed pricing, new owners and which open LLM tracing tool fits your team best.

  11. Guides · 8 min read

    How to Evaluate LLM Apps: A 2026 Playbook

    How to evaluate LLM apps step by step: error analysis, code checks, calibrated LLM judges, CI gates and production sampling, with tools for each stage.

  12. Explainer · 7 min read

    Deepfake Detection: How to Spot AI Images and Video

    Deepfake detection in 2026: how AI image detectors, SynthID watermarks and C2PA Content Credentials work, how accurate they are, and a step-by-step checklist.

  13. Best of · 7 min read

    Best LLM Observability Tools in 2026, Compared

    The best LLM observability tools in 2026 compared: Langfuse, LangSmith, Phoenix, Opik, Weave and more, with licenses, self-hosting and who now owns what.

  14. Best of · 7 min read

    Best LLM Evaluation Frameworks in 2026, Compared

    The best LLM evaluation frameworks in 2026: Promptfoo, DeepEval, Ragas, Inspect and TruLens for apps, plus lm-evaluation-harness and HELM for model benchmarks.

  15. Explainer · 8 min read

    Are AI Detectors Accurate? What 2026 Studies Show

    Are AI detectors accurate? What 2026 studies found on Turnitin, GPTZero, Originality.ai and Pangram, false positives, edited text, and what to do if flagged.