Ask a CIO how confident they are in their next release. The honest answer is rarely a number - it's a process description: "testing signs off before go-live." That's the subject of the second edition of our newsletter: why checkpoint testing systematically understates delivery risk, and what actually changes when quality moves from a single gate to continuous evidence. Inside this edition: 1) The three board-level risks checkpoint testing quietly creates 2) Cost of good quality vs. cost of poor quality, applied to release economics 3) A 5-stage maturity curve for evidence-based release confidence 4) What changes operationally for CIOs, CTOs and Heads of Quality Read the full edition and subscribe for what's next. #ReleaseConfidence #QualityEngineering #DigitalBusinessAssurance #PinnacleQM linkedin.com/pulse/hidden-co…

Model Wars We ran the same prompt through GPT-4o, Gemini 1.5, and Claude 3.5. Same question. Same source document. Very different results. GPT-4o → GR-3 · WARN (semantic drift on numbers) Gemini 1.5 → GR-2 · FAIL (source grounding critically low) Claude 3.5 → GR-5 · PASS ✓ (all 10 layers green) The model you think is most accurate isn’t always the most grounded. TryGrounded AI’s multi-model benchmark is coming soon — score any model against your own docs and source data. Type DEMO — we’ll score your stack live. #LLMBenchmark #AIModels #GPT4 #Claude #Gemini #HallucinationTesting #TryGrounded @TryGroundedAI

Not all AI responses are created equal. At @TryGroundedAI , we turn uncertainty into a measurable Trust Score - helping teams identify hallucination risks before AI reaches customers. From GR-1 (High Risk) to GR-5 (Verified Confidence), every response gets a grounded validation score you can actually trust. Register your interest at TryGrounded.AI Curious to see it live? Type “DEMO” in the comments

AI sounds confident. But is it actually trustworthy? Introducing the TryGrounded AI Trust Score a measurable confidence rating for every AI response. 🔴 GR-1: Dangerous 🟠 GR-2: Unreliable 🟡 GR-3: Monitor closely 🟢 GR-4: Solid 🟢 GR-5: Deploy with confidence Because the future of AI isn’t just about generating answers. It’s about verifying them. The era of AI Assurance is here. Type “DEMO” in comments to test a live AI response. #AI #GenerativeAI #AITesting #AIAssurance #LLM #TryGrounded #AgenticAI #KiwiQA @TryGroundedAI

TryGrounded AI Review: The Hallucination Testing Tool Built for QA Teams Most AI testing tools were built by ML engineers for ML engineers. TryGrounded AI is different — it was designed for QA testers who need structured, evidence-backed verdicts on AI output quality. Here's our hands-on review. kiwiqa.ai/blog/trygrounded-a… @TryGroundedAI

Your AI agent is answering customers right now. Do you know if every answer is correct? TryGrounded AI scans any AI response across 10 independent detection layers — Consistency, Document Grounding, RAG Citation, Confidence, Model Agreement, Semantic Drift, Domain Rules, Custom Policies, Structured Data, and Source Attribution. You get a Grounded Rating score in 60 seconds. GR-5 Verified means ship it. GR-1 Critical means stop. Register your interest → TryGrounded.ai Data never stored · Not used to train AI · 50 free runs #AIAgents #AIQuality #HallucinationDetection #LLM #QA #AITesting