Vecta Hero
Meet the team building trustworthy RAG evaluations

About Vecta

We build tools that help teams trust their AI systems. Vecta began with a simple belief: RAG agents deserve the same rigorous testing as any production software.

Who we are

A distributed team of engineers, researchers, and product thinkers obsessed with evaluation. We believe measurable reliability is the foundation of every great AI experience.

Our mission

Make it effortless for any company to benchmark, compare, and improve their retrieval augmented generation pipelines.

What we value

Data over hype, clarity over complexity, and a deep respect for the teams trusting us with their critical workloads.

How Vecta works

Our three-step process transforms your RAG evaluation from guesswork to data-driven decision making.

1

Connect Your Data

Simply point our platform to your knowledge base and RAG pipeline. We support all major formats and databases, with a hackable API for custom pipelines.

Supported formats:
awsS3
Azure BlobAzure Blob
ChromaChroma
PineconePinecone
PostgreSQLPgVector
Azure Cosmos DBAzure Cosmos DB
WeaviateWeaviate
DatabricksDatabricks
PythonAPI
FileLocal Files
2

Create Benchmarks

Automatically create synthetic test datasets tailored to your domain, including multi-hop retrieval, edge cases, and challenging scenarios. Easy Human-in-the-loop (HITL) for mission-critical applications.

Comprehensive evaluations:
Synthetic QA
Retrieval
Reasoning
Edge Cases
3

Monitor & Optimize

Improve your precision, recall, accuracy, and groundedness. Reduce hallucinations and view actionable recommendations to continuously improve your AI product.

Key metrics:
Precision
Recall
F1 Score
Accuracy
Hallucinations
Latency
Benefits Background

Why teams choose Vecta

Join hundreds of AI teams who trust Vecta to deliver reliable, production-ready RAG systems that scale with confidence.

Halve your Hallucinations

Our advanced evaluation framework catches edge cases, false positives, and hallucinations before they reach production, dramatically improving user trust and satisfaction.

Ship 2x Faster

Automated testing and continuous evaluation means you can iterate rapidly without sacrificing quality. Deploy with confidence, every time.

Scale Team Productivity

Enable every team member to contribute to RAG improvements with collaborative dashboards and clear, versioned performance metrics.

Enterprise-Grade Reliability

Built for mission-critical applications with 99% uptime SLA, 24/7 monitoring, and dedicated support for enterprise customers. It's self-hostable too.

Ship confidence in your AI product.

Start evaluating in under 5 minutes
Free to use with full feature access
No credit card required
On-demand Human-in-the-loop.
Get Started

The evaluation platform for RAG excellence.

Versioned evaluations, reproducible benchmarks, and a premium developer experience, all in one unified platform.

Vecta Evaluation Report
Vecta Database View
Vecta Evaluations View

Get your RAG production ready

From synthetic + HITL data to granular performance monitoring, Vecta provides the complete toolkit for building reliable AI systems, whether on the cloud or on-premise.

Quality Benchmarks

Easily craft synthetic or handcrafted benchmark QA datasets tailored to your knowledge base. Leverage Human-in-the-loop (HITL) APIs using our data annotators with advanced degrees (M.Sc. minimum).

  • Auto-generated Q&A pairs
  • Domain-specific scenarios
  • Edge case detection

Granular MLOps

Track precision, recall, and F1 score on a per-chunk, per-page, and per-document basis whenever you update your RAG pipeline. Get insights at every level of granularity.

  • Multi-level analytics
  • Real-time monitoring
  • Performance regression alerts

Actionable Insights

Visualizations and reports that turn raw data into confident decisions. Built by data scientists, for decision-makers. Get recommendations, not just metrics.

  • Interactive dashboards
  • Automated recommendations
  • Executive summaries

Universal Compatibility

Works seamlessly with all major vector databases, LLM providers, and embedding models. No vendor lock-in, maximum flexibility for your tech stack.

  • 20+ Ready integrations
  • API-first architecture
  • Zero vendor lock-in

Enterprise Security

Encryption across the stack, data sovereignty, and SSO. Your data stays secure and compliant at every step.

  • Our cloud encrypts data at rest and in transit
  • Self-hosted for air-gap security and data sovereignty
  • SSO, Role-based access, and Audit logs
  • SOC 2, HIPAA, and GDPR Readiness

Lightning Fast Setup

Get up and running in minutes, not weeks. One-click integrations, pre-built connectors, and guided onboarding get you to production faster than ever.

  • 15-minute setup
  • Pre-built connectors
  • White-glove onboarding

Self-host for free, or ship today with our hosted plans.

We offer a hosted cloud with token-based pricing.

Tokens can be used for synthetic benchmark generation and LLM-as-a-judge evaluations.

One token is roughly one word.

Self-Hosted

Perfect for individual developers, hobbyists, and small projects

Free
  • Bring your own LLM
  • Advanced analytics
  • All integrations
  • Email support

Starter

For individuals and small teams getting started with RAG

$9/month
  • 10M tokens / month
  • Advanced analytics
  • All integrations
  • Priority support
Popular

Professional

For advanced hobbyists, startups, and production apps

$79/month
  • 100M tokens / month
  • Advanced analytics
  • Team collaboration
  • Priority support

Enterprise

For large organizations and mission-critical workflows

Custom
  • Unlimited tokens
  • Custom integrations
  • SLA support
  • SOC2, HIPAA, GDPR
Vecta2

Frequently asked questions

Everything you need to know about Vecta.

Vecta is an MLOps platform designed to evaluate and improve Retrieval Augmented Generation (RAG) systems. It addresses the critical need for building trustworthy AI systems by providing actionable evaluations for multimodal agents, helping organizations reduce hallucinations, false positives, and ensure the reliability of their RAG applications before they reach production.

Ready to build RAG systems you can trust?

Join dozens of AI teams who trust Vecta to deliver reliable, production-ready RAG systems. Start your free trial today.