Translating Requirements
Product managers describe what 'good' looks like in Slack. You translate it into evaluation code.
Avido for AI Engineers
More Engineering. Less Everything Else.
You're spending more time on testing, coordination, and compliance than on actual engineering. Avido shifts ownership to the people who should own it — so you can get back to building.
Trusted by quality-obsessed businesses around the world
Why AI Engineers Are Stuck in QA Hell
You built the model. You shipped the pipeline. And now every stakeholder funnels their needs through you.
Testing, knowledge updates, compliance checks, audit prep. It all lands on your desk because nobody else has the tools to own it.
Fielding Compliance
Compliance asks for audit trails. You stop building to compile documentation.
Investigating Issues
Support escalates a bad response. You dig through logs to figure out which document caused it.
Managing Knowledge
Domain experts update content via email. You manually test whether anything broke.
We've been there. That's why we built Avido.
The Shift
Let the Right People Own the Right Things
Avido gives every stakeholder a purpose-built interface for their domain. You stop being the middleman.
Domain Experts
Quality Definitions — Define what 'good' looks like in plain language. Review outputs directly.
Business Users
Test Cases & Feedback — Create test cases from real conversations. Flag issues without filing tickets.
Compliance
Audit & Reporting — Access tamper-proof audit trails. Generate compliance reports on demand.
Engineering
Infrastructure & Models — Focus on model performance, pipeline optimization, and shipping features.
You're still in control. You just don't have to do everyone else's job anymore.
What Changes
See It in Action
Collaborate
Collaborative Evaluations
Domain experts define quality criteria in plain language. Their requirements flow directly into your evaluation pipeline — no translation step.
Knowledge
Knowledge Management
Track document versions, test impact before deployment, and attribute issues to specific documents. Domain experts manage content directly.
Audit
System Journal
Every change tracked: config updates, document modifications, model swaps. When production breaks, see exactly what changed and when.
Compliance
Audit Trails
Auto-generated, tamper-proof audit documentation. Compliance teams access reports directly — without pulling you into the process.
Capabilities
Everything You Need, Nothing You Don't
Test Cases From Real Data
Upload conversations, documents, or logs. Avido generates test cases that reflect actual usage patterns and edge cases.
Knowledge That Prevents Hallucinations
Version-controlled document management with impact analysis. Know exactly which document change caused which behavior shift.
Production Monitoring
Real-time quality metrics across every conversation. Detect regressions before users report them.
Unified Inbox
All issues in one place: test failures, production alerts, API submissions. Auto-prioritized and auto-categorized.
Experiments
Compare model versions, prompt variations, and document changes side by side. Data-driven decisions, not guesswork.
Before Avido vs. With Avido
Before Avido: Translate business requirements into evaluation code
With Avido: Domain experts define requirements in their own interface
Before Avido: Process feedback tickets from product and support
With Avido: Stakeholders flag issues and create test cases directly
Before Avido: Compile audit documentation for compliance reviews
With Avido: Auto-generated, tamper-proof audit trails
Before Avido: Investigate production issues with no clear attribution
With Avido: System journal traces every change to its impact
Before Avido: Write test cases by hand from synthetic data
With Avido: Generate test cases from real conversations and documents
Before Avido: Hear about quality issues after users complain
With Avido: Real-time monitoring catches regressions before users do
python
pip install avido
from avido import Avido
client = Avido(
application_id="your-app-id",
api_key="your-api-key",
)
# Send traces from your AI pipeline
client.ingest.create(
events=[{
"type": "trace",
"timestamp": "2025-05-15T12:34:56Z",
}]
)Integration
Integrate in Under an Hour
Avido sits alongside your existing stack. Not in the critical path. LLM agnostic, framework agnostic.
- Install our SDK and point your traces at us
- Works with OpenAI, Anthropic, Cohere, open-source models
- White-glove onboarding for every customer
Deployment Options
SaaS
RecommendedEU-hosted. Fastest to start. Managed infrastructure. Regular updates. Recommended for most teams.
Bring Your Own Cloud
Deploy in your own cloud. Your data stays in your environment. Full control when you need it.
Built for Enterprise
- SOC 2 Type II
- Certification in progress, ensuring highest compliance standards.
- End-to-End Encryption
- All data encrypted in transit and at rest.
- Role-Based Access Control
- Granular permissions for every team member.
- SSO / SAML Support
- Enterprise single sign-on integration.
- No Data Retention Options
- Choose to retain no data after evaluation.
Ready to Stop Being the Bottleneck?
Let the right people own quality, compliance, and knowledge — so you can get back to engineering.