AI Implementation
Measured, guarded, monitored—so it keeps working.
What you get
Evaluation harness with regression suite
RAG design + indexing strategy (if needed)
Prompt versioning + rollback plan
Observability: quality metrics + cost tracking
Guardrails: input validation + output filtering
Integration with existing systems
Reliability model
Data
Clean test sets, representative examples, and edge cases documented.
Eval
Automated checks for accuracy, relevance, safety, and regression.
Deploy
Versioned prompts, gradual rollouts, and rollback plans in place.
Monitor
Track quality (accuracy, deflection), latency, and cost per request in production.
Common use cases
Support copilot
Answer customer questions with context from docs, tickets, and knowledge base.
Internal search
Semantic search across documents, code, and internal tools.
Workflow automation
Extract, classify, and route data from emails, forms, and documents.
Reporting & analysis
Generate summaries, insights, and structured data from unstructured sources.
Frequently asked questions
What AI services does Attractor provide?
We implement production-grade AI solutions including RAG systems, LLM evaluation harnesses, workflow automation, AI guardrails and safety monitoring, and cost and latency optimization.
Which AI models and platforms do you work with?
We work with OpenAI, Anthropic, Google, Meta, and open-source models. We select the best model for each use case based on performance, cost, and requirements.
How do you ensure AI quality in production?
We build evaluation harnesses that continuously test AI output quality, implement guardrails to prevent harmful or incorrect outputs, and set up cost and latency monitoring. Every AI feature ships with rollback capability.
What is an AI evaluation harness?
An eval harness is a testing framework that runs AI outputs against quality criteria, regression tests, and safety checks. It ensures model updates or prompt changes do not degrade output quality.
Ship AI that works.
Tell us what you're building. We'll respond with a plan that includes evaluation, guardrails, and monitoring.