Every model update can fix one thing and break three others. Know before your customers do.
Recurring AI quality assurance for teams that ship every sprint.
Why this breaks in India
Prompt changes, model upgrades and new features cause silent regressions. Without a fixed test suite and regular re-runs, quality drifts and nobody notices until complaints spike.
What we evaluate
These categories feed your Bharat AI Quality Score. Weights are documented in every report.
Who it's for
- Product teams shipping every sprint
- AI teams improving bots every week
- Enterprises with multiple bots and languages
- Agencies with recurring client QA
What you get
- Release-by-release score comparison
- Regression alerts when quality drops
- Per-language trend tracking
- Monthly reviewed quality report
- Prioritised issue list
What's covered in Bharat AI Monitor
Scheduled & regression testing
Saved test suites re-run on a schedule or on each release, where you have authorised access.
Failure tracking & alerts
Score drops and new failures trigger alerts to your team.
Release comparisons
Side-by-side quality scores for each release.
Response-quality monitoring
Every release is checked for accuracy, relevance and tone drift in the bot's answers.
Language performance tracking
Per-language trends over time.
Issue prioritisation
New and recurring failures are ranked by severity and business impact so your team fixes the right things first.
Monthly quality reports
Reviewed reports with prioritised improvement recommendations.
How we run AI Monitor
Requirements
We agree scope, languages, success criteria and get your written authorisation to access the test environment.
Scenario design
AI drafts realistic Indian scenarios from your brief; our reviewers edit and approve each one.
Execution
Matched, verified testers run the tests; authorised API endpoints can also be run automatically. Every result keeps its evidence.
Review & report
QA reviewers verify results, log issues by severity and approve the score and report before delivery.
Launch packages
Prices exclude GST. Custom scopes available.
Basic
- Monthly regression run
- Saved suite up to 150 cases
- Monthly quality report
Growth
- Weekly regression runs
- Release comparisons & alerts
- Human review of every failure
Enterprise
- Custom cadence & volumes
- Multiple products & languages
- API & CI/CD integration
- Dedicated QA lead
See what you'll receive
Overall and category scores, every failed case with its evidence, severity-ranked issues and recommendations — reviewed by a human before delivery.
Frequently asked questions
Is monitoring automatic?
Automated re-runs happen only for systems you have connected and authorised (for example a chatbot API endpoint). Human evaluation is scheduled for the rest. We never claim to monitor a system we cannot access.
Book your Bharat AI Monitor
Share a few details and we'll confirm scope, timeline and access requirements within one working day.
Other Bharat products
- Bharat Bot Test — Evaluate AI chatbots using realistic Indian conversations.
- Bharat Voice Test — Test voice AI systems in real Indian speech conditions.
- Bharat Agent Test — Evaluate AI agents that execute tasks and workflows.
- Bharat User Test — Evaluate websites, mobile apps and digital products using real Indian users.
- Bharat Language Test — Evaluate AI across Indian languages and cultural contexts.