Ship AI features that actually work: LLM orchestration, RAG, and workflow automation with evaluation, guardrails, and observability.
AI & Automation Services That Set Us Apart
Opportunity & Risk Mapping
User research and data audits to map tasks, risks, and opportunities for AI.
Rapid Prototyping
Clickable prototypes and proof-of-concepts to validate flows and quality.
LLM & Tooling Integration
LLM orchestration and tools with clear permissions and safety rails.
AI-Ready UI Design
Interfaces that explain actions and uncertainty with accessible patterns.
AI Audits & Consulting
Expert reviews of prompts, data, privacy, and UX with pragmatic fixes.
Evaluation & Usability Testing
Usability and acceptance testing with success metrics and error analysis.
Let’s Discuss Your Digital Opportunity.
Get a plan for RAG, agents, or workflow automation aligned to your stack and risk.
Our AI & Automation Stack
Python
FastAPI
Node.js
TypeScript
LangChain
LlamaIndex
PostgreSQL
Redis
AWS
Bedrock
Docker
React
What Our AI & Automation
Team
Does Best
AI Strategy & Roadmaps
Identify high-leverage use cases, success metrics, and risks. Prioritize quick wins with clear ROI.
Prototyping & Experiments
Run small tests with real data to validate feasibility, cost, and user experience before scaling.
Production Orchestration
Build reliable services with tool use, grounding, caching, and deterministic fallbacks.
Data & Integrations
Clean pipelines, embeddings, and connectors with access controls and audit logs.
Security & Privacy
Least privilege, secret rotation, PII redaction, and incident playbooks.
Evaluation & Monitoring
Offline tests, canaries, live evals, and dashboards for quality, latency, and cost.
How We Deliver Practical AI Automation
Discovery
Stakeholder and workflow mapping. Data sources, permissions, and constraints. Define guardrails, KPIs, and risks.
Spike on feasibility and cost. Pick target models, context strategy, and fallback behavior.
Validate
Clickable prototype and thin vertical slice with real data.
Evaluation harness with golden sets; measure quality, latency, and refusal rates before rollout.
Build
Implement orchestration, tools, and RAG with access controls and logging.
Ship behind flags with CI/CD, tests, and observability. Prepare runbooks.
Improve
Canary releases and progressive rollout. Monitor evals and user feedback.
Optimize prompts, data, and caching. Control spend with budgets and alerts.
What AdaTech cares about when products get real.
These operating notes capture the principles behind AdaTech Labs and partner delivery.
Build products with consent, auditability, and explicit unknowns from day one.
ProsPix
Privacy analyticsTreat demos as the start, not the finish. The work is reliability, support, and measurement.
AOW
Agent systemsKeep every claim tied to source evidence, confidence, and a practical verification path.
