Agent Testing Articles
RSS feed80 articles found in Agent Testing
How to test a voice agent in 12 steps: a test contract, copyable test cases, accent, noise and response time checks, a scored release gate and a go-live list.
Chaitanya Sharma
October 7, 2026
35 min read
Agentforce Testing Center explained: what it tests, documented limits, Flex Credit cost, sandbox constraints, and where end-to-end agent testing fills the gaps.
Samyak Goyal
September 24, 2026
9 min read
Agentforce regression testing guide: build a Testing Center suite, run sf agent test in CI/CD, tell flaky from regressed, and check what the agent actually did.
Anubhav Singhmaar
September 24, 2026
12 min read
Discover what's new and why it matters. Powered by Claude Opus 5.5, TestMu AI delivers Agent Assurance for your AI deployments - test web, mobile, and AI agents, all on one platform.
Chaitanya Sharma
September 28, 2026
5 min read
Zenity Labs' SalesBleed let a poisoned Salesforce lead make Agentforce leak CRM data over a DNS lookup, no click. How it worked and what Salesforce fixed.
Vipul Verma
September 28, 2026
5 min read
Gemini logged in to three real companies during a security eval it took for a test. How it compares with OpenAI and Anthropic, and a pre-run check to catch it.
Vipul Verma
September 24, 2026
5 min read
OpenAI found models writing concealment instructions into their own compaction summaries. What compaction is, and why the agent handoff note deserves reading.
Vipul Verma
September 22, 2026
5 min read
Jev, the TypeSafe AI model that returns typed decisions instead of text, is landing inside agents now. What typed output does to how teams verify behaviour.
Vipul Verma
September 19, 2026
5 min read
AI agents in telecom customer service: what they do, the autonomy levels that set test rigor, where they fail on billing and troubleshooting, and how to test.
Srinivasan Sekar
September 17, 2026
5 min read
AI agent security explained: the OWASP Agentic Top 10 risks, the controls that matter, and how to test both what an AI agent says and what it actually does.
Yogendra Porwal
September 17, 2026
5 min read
Inbound and outbound phone agents are two test problems. See what changes at turn zero, which legal duties you can assert, and how to split one phone suite.
Chaitanya Sharma
September 13, 2026
5 min read
LLM evals score a model. End-to-end agent testing gates a build. See what each one proves, where they disagree, and how to run both without duplicating work.
Anubhav Singhmaar
September 13, 2026
5 min read
OpenAI says gpt-realtime scores just 30.5% on instruction following. Learn what to assert when testing an OpenAI Realtime voice agent, and how to gate it in CI.
Samyak Goyal
September 13, 2026
5 min read
The agentic testing life cycle points the QE loop at the agent itself. See the six phases, what a verdict proves, and the gap between tested and verified.
Anubhav Singhmaar
September 10, 2026
5 min read
A verification agent checks another system's work against evidence. Learn the architecture patterns, the generation-verification gap, and where each one fails.
Prince Dewani
August 30, 2026
5 min read
MCP vs Agent Skills compared on what you author, where it runs, and how each one fails, with a measured breakdown of 71 skills and when QA teams need both.
Anubhav Singhmaar
August 27, 2026
9 min read
Agent-native is a claim, not a feature. Seven checks you can run during a trial to test whether a vendor's tool works with no human at the screen.
Sirajuddin Khan
August 27, 2026
9 min read
Agent-native CI explained: the diagnosis loop, the workflow_run architecture, guardrails against a hidden regression, and what still needs a human to decide.
Mythili Raju
August 27, 2026
5 min read
Agentic AI architecture splits planner, generator, and evaluator roles. Why a generator cannot grade its own output, and how to wire an independent evaluator.
Sirajuddin Khan
August 27, 2026
5 min read
An agent-run test suite costs money on every execution because inference is metered, unlike a scripted suite that is expensive to write but nearly free to run afterward. Four measured browser checks against TestMu AI playgrounds took between 29.8 and 47.0 seconds each, a mean of 37.4 seconds per flow.
Bhawana
August 27, 2026
5 min read
Claude Code hooks fire on lifecycle events, not on model judgement. Events, matcher syntax, exit codes, and how to run a real browser check from a Stop hook.
Bhawana
August 27, 2026
5 min read
Claude Code subagents explained: context isolation, the complete frontmatter reference, where definitions live, and how to verify what one actually shipped.
Mythili Raju
August 27, 2026
5 min read
Seven plugins that let a coding agent generate and run tests, ranked on capability and adoption, with GitHub star counts and licences verified in August 2026.
Bhawana
August 27, 2026
5 min read
Cursor CLI explained: installing it on every platform, the three modes, the full command reference, a real CI example, and how to verify what it actually did.
Mythili Raju
August 27, 2026
5 min read
Agent native, agentic, and AI native explained by what each term actually claims, plus a five-check test for proving a product is genuinely agent native.
Saurabh Prakash
August 26, 2026
8 min read
Claude Code Agent Teams explained: how to enable them, spawn and control teammates, teams vs subagents, real use cases, token costs, and troubleshooting tips.
Samyak Goyal
August 26, 2026
5 min read
AI agents for ecommerce: real use cases, the benefits worth counting, the risks that reach customers, and what a scripted agent run exposed about checkout.
Sai Krishna
August 19, 2026
5 min read
AI-referred retail traffic now converts better than other channels. Learn how AI shopping assistants work, where they fail on catalog data, and how to test one.
Sandeep Yadav
August 19, 2026
5 min read
Agent automation testing lets an AI agent decide how to reach a test objective at runtime. See how the run loop works, what changes in CI, and how to debug it.
Anubhav Singhmaar
August 18, 2026
5 min read
Agentic regression testing lets AI agents select, run, and repair regression tests. Learn what to delegate, what to verify, and how to audit any skipped test.
Saurabh Prakash
August 18, 2026
5 min read
Agent Assurance reads your autonomous AI agent's codebase, writes the test suite, invokes it for real, and grades every criterion against observed evidence.
Anubhav Singhmaar
August 17, 2026
9 min read
Video agent testing is live on TestMu AI. A simulated participant joins your on-camera agent session, holds a real conversation, and grades it on your criteria.
Sirajuddin Khan
August 17, 2026
5 min read
Video agent testing runs a simulated candidate against your AI video agent, records the session, and grades it on criteria you write. Here is how it works.
Samyak Goyal
August 17, 2026
5 min read
Conversational AI in healthcare: real use cases, the risks that reach patients, the CMS criteria it must meet, and a test plan that proves it is safe to launch.
Chaitanya Sharma
August 12, 2026
5 min read
Computer use agents drive software through screenshots and clicks. See how the agent loop works, what OSWorld scores hide, and how to test one before you ship.
Prince Dewani
August 10, 2026
5 min read
Compare three AI agent testing methods on cost, coverage, and defect recall. Learn when manual review, LLM-as-a-judge, or simulation is the right call.
Samyak Goyal
August 5, 2026
5 min read
Voice AI customer service fails in five specific ways. Learn the failure modes, the metrics that catch each one, and how to test a voice agent before launch.
Sai Krishna
August 4, 2026
5 min read
Compare the 9 best contact center testing tools for 2026 across IVR, call path, audio quality, and AI voice agents, with features, fit, and honest limits.
Chaitanya Sharma
August 1, 2026
12 min read
Compare the 9 best AI red teaming tools for LLMs in 2026, from open-source scanners to managed platforms, with attack coverage, CI fit, and honest limits.
Sai Krishna
August 1, 2026
13 min read
A practical guide to LLM evaluation: which metrics matter, how the methods compare, how to build an eval set, and how to gate releases on evals inside CI.
Sai Krishna
July 30, 2026
13 min read
ElevenLabs agents sound remarkably human. Learn what to test beyond the voice: architecture, real failure modes, and how to validate agents at scale.
Akarshi Aggarwal
July 26, 2026
5 min read
Learn how to test a Synthflow voice agent end to end: why no-code builds fail in production, the four testing dimensions, and a step-by-step test workflow.
Akarshi Aggarwal
July 26, 2026
5 min read
Deepgram built its name on speech-to-text accuracy. Learn how to test its Voice Agent API for function calls, turn-taking, and conversation quality at scale.
Akarshi Aggarwal
July 24, 2026
5 min read
I tested 9 AI voice agent testing tools on real VAPI, Retell, and LiveKit stacks. See the ranked picks, verified capabilities, and how to choose the right one.
Deepak Sharma
July 24, 2026
11 min read
The Botpress Emulator tests one conversation at a time, not the hundreds of real-user chats your Autonomous Node must survive. Here's how to test one.
Akarshi Aggarwal
July 24, 2026
12 min read
Cognigy's Interaction Panel and Playbooks test one conversation at a time, not real-user traffic at scale. Here's how to test a Cognigy agent.
Akarshi Aggarwal
July 24, 2026
12 min read
Kore.ai's Batch and Conversation Testing score NLU accuracy and flow coverage, not generative-answer quality at scale. Here's how to fully test a Kore.ai bot.
Akarshi Aggarwal
July 24, 2026
12 min read
Haptik's Test Bot and debug logs check one conversation at a time. They don't score Contakt's generative answers at scale. Here's how to test a Haptik chatbot.
Akarshi Aggarwal
July 24, 2026
11 min read
Parloa's Simulations score synthetic callers, not real telephony audio. Here's how to test a Parloa voice agent with real calls, accents, and noise.
Akarshi Aggarwal
July 24, 2026
12 min read
Dialogflow, Lex, and Watson each ship a different native testing tool, none scoring conversation quality at scale. Here's how to test all three the same way.
Akarshi Aggarwal
July 24, 2026
12 min read
Testing a Copilot Studio agent means running it through three layers: Microsoft's built-in Agent Evaluation feature for pass or fail scoring against test sets, the Power CAT Copilot Agent Kit for batch tests and CI/CD pipelines, and a platform such as TestMu AI's Agent Testing that scores hundreds of persona-varied conversations against quality metrics before real users reach it.
Akarshi Aggarwal
July 24, 2026
11 min read
Vertex AI's Gen AI evaluation service scores final response and trajectory against your references, not real-user traffic. Here's how to test one at scale.
Akarshi Aggarwal
July 24, 2026
12 min read
LangSmith and AgentEvals test your LangGraph agent's code and trajectories. Neither sweeps hundreds of real-user conversations at scale. Here's how to test one.
Akarshi Aggarwal
July 24, 2026
12 min read
Testing an Amazon Connect bot means validating the Amazon Lex V2 intent recognition, AWS Lambda fulfillment, and Amazon Q in Connect generative answers that make up its contact flow. Amazon's Lex Test Workbench checks accuracy before launch, while Contact Lens only analyzes real calls afterward, leaving automated evaluation across personas, accents, and noise to catch what neither tool covers.
Akarshi Aggarwal
July 24, 2026
11 min read
Compare the 9 best AI agent evaluation tools and platforms for 2026, from open-source frameworks to autonomous agent testing, with features and the right fit.
Samyak Goyal
July 23, 2026
11 min read
The 11 best MCP servers for test automation in 2026, from Playwright MCP and Chrome DevTools MCP to Selenium, Postman, and axe-core, compared for QA teams.
Anubhav Singhmaar
July 22, 2026
13 min read
The 7 best AI agent orchestration tools for 2026, from LangGraph and CrewAI to Temporal, compared on control flow, failure handling, and reliability.
Samyak Goyal
July 22, 2026
12 min read
LiveKit ships a lightweight pytest-based test layer, but it stops short of production-scale conversation testing. Learn how to test a LiveKit voice agent.
Akarshi Aggarwal
July 22, 2026
5 min read
Pipecat Evals covers scripted conversations and interruption checks, but production-scale persona testing is left to the developer. Test a Pipecat agent right.
Akarshi Aggarwal
July 22, 2026
5 min read
Twilio's own tools test TwiML logic with mocks and analyze real calls after the fact. Neither tests a ConversationRelay agent before launch. Here's how to.
Akarshi Aggarwal
July 22, 2026
5 min read
Vocode gives developers full code-level control over the STT-LLM-TTS pipeline, but ships no built-in evaluation layer. Learn how to test a Vocode voice agent.
Akarshi Aggarwal
July 22, 2026
5 min read
LLM-as-a-judge scores individual outputs well but can't evaluate a full AI agent conversation. Learn the techniques, code, and biases that make judges reliable.
Srinivasan Sekar
July 21, 2026
13 min read
AI agent evaluation needs more than pass/fail. Learn the four dimensions, task success, conversation quality, safety, and resilience, that decide readiness.
Sai Krishna
July 21, 2026
9 min read
An error sits in your logs for hours before anyone acts. Route that signal through a coding agent and Kane CLI to auto-author a verified reproduction test.
Sparsh Kesari
July 20, 2026
5 min read
Learn how Bland AI phone agents are built with Conversational Pathways, why they fail in production, and how to test them with the Bland AI API and TestMu AI.
Akarshi Aggarwal
July 19, 2026
5 min read
Learn how to test a Retell AI voice agent: its real architecture, production failure modes, a step-by-step API testing workflow, and how to test it at scale.
Akarshi Aggarwal
July 19, 2026
5 min read
Learn how Vapi voice agents are built, where they fail in production, and how to test one step by step, from native tools to automated evaluation at scale.
Akarshi Aggarwal
July 19, 2026
5 min read
Compare the top SAP testing tools in 2026, including Tricentis Tosca, Worksoft, Opkey, KaneAI, ACCELQ, and Leapwork. Features, limitations, and how to choose.
Himanshu Sheth
July 9, 2026
5 min read
Agentic AI orchestration explained: the 5 coordination patterns, the control-plane parts that actually break, and how to test orchestrated multi-agent systems.
Samyak Goyal
July 8, 2026
5 min read
Agentic workflows let AI agents plan, call tools, and act across many steps. Learn how they work, their patterns and use cases, and how to make them reliable.
Samyak Goyal
July 7, 2026
13 min read
Learn how to test AI calling agents with our practical Guide covering metrics, failure modes, inbound vs outbound testing, red teaming, and go-live checklists.
Akarshi Aggarwal
June 24, 2026
5 min read
Compare the 6 best agentic AI LLM models for autonomous agents in 2026, from GPT-5.5 to Claude Opus 4.8, and learn how to test each one for reliable tool use.
Anupam Pal Singh
June 18, 2026
10 min read
Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.
Prince Dewani
June 18, 2026
5 min read
Learn how to build a personal AI agent in 2026: the four core components, three build paths by skill level, a framework comparison, and how to test before going live.
Akarshi Aggarwal
June 16, 2026
5 min read
AI voice agent regression testing catches quality drops when you change a prompt, model, or flow. Learn to build a baseline, score regressions, and gate CI.
Anupam Pal Singh
June 15, 2026
13 min read
Conversational AI testing runs structured, repeatable simulations against a chatbot, voice assistant, or phone agent to confirm it completes tasks, holds context across turns, and stays safe and on policy. It matters because a 2025 developer survey found only 33 percent trust AI output accuracy.
Rohit Mehta
June 15, 2026
5 min read
Agent testing CLI guide: what CLI based testing for AI agents checks, how to red team an agent, and how to gate evaluations inside a CI/CD pipeline.
Anubhav Singhmaar
June 10, 2026
5 min read
Voice observability tracks your AI voice agent pipeline in production, from ASR to LLM to TTS. Learn key metrics, failure patterns, and how to implement it.
Devansh Bhardwaj
June 1, 2026
5 min read
A complete guide to Oracle testing. Learn how to test Oracle Cloud apps with AI testing tools like TestMu AI across 3000+ browsers and real devices.
Saniya Gazala
May 28, 2022
24 min read
SAP testing explained: the seven ERP testing types, SAP testing tools, module-level testing for MM, SD, and FI, and how to test SAP Fiori and SAPUI5 apps.
Saniya Gazala
March 29, 2022
28 min read