Light rays AntimatterAI

AI Development

AI with ahumantouch.

LLM apps and RAG from prototype to production. Guardrails, monitoring, and sound AI judgment.

Trusted by Fortune 500 teams and category-defining startups.

fadefadeLight rays AntimatterAI

Whatyouget

Production-ready AI — not demos. Systems with evals, observability, and safety built in from the start.

LLM Apps & RAG

Retrieval-augmented generation, knowledge bases, and chat interfaces grounded in your data — not generic model output.

Fine-tuning & Prompt Ops

Model selection, prompt engineering, and fine-tuning pipelines tuned for your domain and cost constraints.

Model Evals & Guardrails

Automated eval suites, red-teaming, and guardrails that catch hallucinations and unsafe outputs before users do.

Vision, NLP & Speech

Multimodal pipelines — document parsing, image classification, transcription, and speech synthesis where they add real value.

Observability & Monitoring

Logging, tracing, cost tracking, and drift detection so you know what your models are doing in production.

AI Strategy & Architecture

Honest assessment of where AI helps vs. where traditional software is faster, cheaper, and more reliable.

Howwework

A focused 4-phase build. Most LLM apps reach production in 8–14 weeks.

01

Prototype

Problem framing, data audit, and a working proof-of-concept in 2–3 weeks so you can validate before committing.

02

Eval

Benchmark datasets, automated evals, and human review loops that define what "good" looks like for your use case.

03

Harden

Guardrails, fallback logic, rate limiting, and cost controls — production infrastructure, not a Jupyter notebook.

04

Deploy

CI/CD, monitoring dashboards, and runbooks — plus optional retainer for model updates and feature iteration.

Selectedwork

Projects we've shipped across AI Development. Real outcomes, real users.

See all case studies

Builtwith

Best-in-class ML and LLM tooling — model-agnostic, so you're never locked to one vendor.

  • OpenAI
  • TensorFlow
  • PyTorch
  • scikit-learn
  • Keras
  • Hugging Face

Frequentlyasked

Common questions before kicking off a project. Don't see yours? Ask the team.

Proof-of-concepts land in 2–4 weeks. Production LLM apps with evals and guardrails run 8–14 weeks. Complex multimodal or fine-tuning projects can run 14–20 weeks.

Ready for AI
that actually ships?

Tell us about the problem and what success looks like. We'll come back with an honest assessment and timeline within 48 hours.

Antimatter AI, © 2026. All rights reserved.