Why Hamming

Built for agents where a wrong answer is a liability.

Testing before launch, red teaming before release, and monitoring on every live call, in one platform with enterprise security from day one. First test report in under 10 minutes.
First report
First test report in under 10 minutes
Compliance
SOC 2 Type II. HIPAA (BAA available).
Bake-offs
90% win rate in head-to-head bake-offs
Security packet
contact@hamming.ai

One platform for
the entire lifecycle.

Other tools specialize in one area: stress testing, audio analysis, or production monitoring. Hamming covers all of it.

Feature comparison between Hamming and other voice agent QA tools
CapabilityHammingOther tools
Voice and chat agent testingVoice and chat agents share one set of evaluations, metrics, and dashboards.HammingFull supportOther toolsPartial or limited
Scenarios generated from your promptPaste your prompt and get hundreds of scenarios: happy paths, edge cases, and adversarial inputs.HammingFull supportOther toolsPartial or limited
Production call replay with the original audioReplay real calls with their audio, timing, and caller behavior, not synthetic approximations.HammingFull supportOther toolsPartial or limited
50+ built-in evaluation metricsLatency, hallucinations, sentiment, compliance, repetition, and more, out of the box.HammingFull supportOther toolsPartial or limited
Custom evaluation metricsScorers for your own compliance, accuracy, and domain rules.HammingFull supportOther toolsPartial or limited
Speech-level sentiment analysisFrustration, emotion, pauses, and tone, beyond what a transcript shows.HammingFull supportOther toolsPartial or limited
Native OpenTelemetry observabilityTraces, spans, and logs alongside Datadog, with voice agent data kept in one place.HammingFull supportOther toolsPartial or limited
50K+ concurrent test callsLoad tests at enterprise scale, with realistic accents and background noise.HammingFull supportOther toolsPartial or limited
End-to-end lifecycle coveragePre-launch testing through production monitoring, in one platform.HammingFull supportOther toolsPartial or limited
Security red teamingPrompt injection, jailbreaks, social engineering, and PII leakage, built in.HammingFull supportOther toolsPartial or limited
SOC 2 Type II and HIPAA (BAA available)Enterprise security configured from the start, with data residency options.HammingFull supportOther toolsPartial or limited
CI/CD integrationEvery PR is tested, and deploys that fail the quality gate are blocked.HammingFull supportOther toolsPartial or limited
Enterprise support with SLAsUnder 4-hour response, forward deployed support, a shared Slack channel, and weekly releases.HammingFull supportOther toolsPartial or limited

Trusted by banks, healthtech, and high-growth voice AI teams.

Built by engineers from Tesla, Meta, and Citizen.

We have shipped AI systems where mistakes have real-world cost: ML behind hundreds of millions in annual revenue at Tesla, real-time public safety infrastructure at Citizen, and production ML reaching hundreds of millions of Messenger users at Meta, where failures at that scale are silent. We hold voice agents to the same standard.

Voice agents sit where speech recognition, LLMs, text-to-speech, telephony, and business-critical integrations meet, and anyone with a phone number can reach them. Securing them takes repeatable adversarial testing, evidence that every fix held, and infrastructure that scales from prototype to millions of production calls.

Banks, health systems, and high-growth voice AI teams use Hamming as the independent check that an agent is safe to put in front of customers, before launch and after every change. Read about our SOC 2 Type II certification and HIPAA-compliant voice agent testing.

Sumanyu Sharma on stage at a Hamming event
Sumanyu Sharma (right), Hamming founder and CEO
Security

Your data
stays yours.

We do not sell customer data, and we do not train on it. It is used to provide the service to you, and for nothing else.

SOC 2 Type IICertified
HIPAABAA available
GDPRDPA available
Sign-onSSO with Okta, Microsoft Entra ID, and Google Workspace
AccessRole-based access control per workspace
IsolationSingle-tenant deployment with customer-managed encryption keys
AuditFull audit trail, exportable to your SIEM
RedactionConfigurable PII and PHI redaction

Bugs caught
by Hamming.

Teams catch these in testing before launch, in red teaming before release, and in live calls with monitoring.

  • Compliance risks

    • A medical agent prescribing medication instead of directing callers to a professional
    • A financial agent giving inaccurate tax advice, against compliance policy
    • A legal agent offering unauthorized interpretations of contract terms
  • AI misinterpretations

    • An assistant inventing promotions that did not exist
    • A travel agent confusing airport codes and suggesting the wrong bookings
    • A food ordering agent misreading allergy declarations, putting customers at risk
  • System and usability failures

    • A prompt update that made the agent ignore callers mid-conversation
    • Call routing that kept redirecting callers until they gave up
    • Latency long enough that callers hung up
  • Language and voice issues

    • A drive-thru agent unable to tell voices apart in a group order
    • An agent that could not understand accents, shutting out international callers
    • A multilingual agent that ignored every language but English

Before and after
Hamming.

What changes when testing, monitoring, and reporting stop being manual.

Test at scale to catch errors early and check every update.

Before Hamming

  • Manual testing took significant time and did not scale
  • Every prompt or function change meant retesting by hand, which introduced inconsistencies and errors
  • Nobody could see where agents struggled in real customer calls
  • Analytics were too coarse to show where performance broke down under pressure
  • Tests covered a few hand-written scenarios, and continuous monitoring was hard to keep up

With Hamming

  • 50K+ concurrent test calls in minutes replace manual testing
  • Real customer calls are flagged and turned into future test cases
  • Prompts and functions are retested instantly, with scores for every test case
  • Scenario-level analytics show exactly where the agent falls short
  • Hours of manual calls replaced

In our customers'
words.

  • “Hamming's responsiveness and support feel like an extension of our engineering team. For us, unit tests are Hamming tests.”
    Simran Khara
    Co-founder, NextDimensionAI
    Read case study
  • “Hamming saved us a lot of headaches. We caught a critical bug. The agent was saying 'I booked your appointment' but didn't actually book it. We killed it before any customer saw it.”
    Josh Collin
    CEO & Co-Founder, Bland Labs
    Read case study

Customer
stories.

All customers

In the
press.