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Modulus Labs AI systems engineering

AI systems that ship.

Most AI never makes it past the demo. We engineer everything around the model, the evals, guardrails, fallbacks and monitoring, that gets it into production and keeps it there.

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Fig. 0 Drag to change the shape of a system

A model and a prompt. Impressive on stage. Fragile everywhere else.

NVIDIA Inception Program NVIDIA Inception Member since July 2026

In production Healthcare · Legal · Energy · Fintech · Real estate

Headquarters Wyoming, USA

01 Anatomy of a production system

  1. FIG. 1.1

    The model

    The part everyone demos. In production it is one component among many, and it should be replaceable.

  2. FIG. 1.2

    Retrieval

    Grounded answers from your own documents, with hybrid search tuned for precision in your domain.

  3. FIG. 1.3

    Tools & data

    Agents that act inside your CRM, ERP, WhatsApp and ticketing, with every action logged.

  4. FIG. 1.4

    Evals

    We build the measurement before the feature. Every change is scored automatically before it ships.

  5. FIG. 1.5

    Guardrails

    Prompt-injection defense, PII filtering and output validation on every path in and out.

  6. FIG. 1.6

    Fallbacks & monitoring

    When a model fails, a fallback answers. Quality, latency, cost and drift are watched in production.

02 Why we exist

Talented teams build AI that works in the demo and collapses in production. Not because the models are bad, but because the systems around them were afterthoughts. We build those systems first.

Mujtaba Raza & Amaan Saigol, founders

03.1 What we build

Modulus for Custom AI

Products built around your workflows, data and goals: copilots, assistants and internal tools, each tied to a KPI you can measure.

  • Solution blueprint tied to KPIs
  • End-to-end build
  • Iteration on real user feedback
FIG. 3.1 — A product around your workflow

03.2 What we build

Modulus for LLM & RAG

Knowledge systems that give accurate, grounded answers: ingestion, hybrid retrieval and ranking, with guardrails on every response.

  • Ingestion, chunking & indexing
  • Hybrid retrieval & ranking
  • Response guardrails
FIG. 3.2 — Many sources, one grounded answer

03.3 What we build

Modulus for Automation

Human-in-the-loop automation for repetitive, document-heavy work, with approval checkpoints and audit-friendly controls.

  • Workflow mapping
  • Approval checkpoints
  • CRM, ERP & ticketing integration
FIG. 3.3 — A loop with a human checkpoint

03.4 What we build

Modulus for Integration

AI inside the stack you already run, shipped with release pipelines, rollback and monitoring from day one.

  • API & product integration
  • Release pipelines with rollback
  • Production alerting
FIG. 3.4 — Plugged into what you run

03.5 What we build

Modulus for Security & Scale

Cost and latency tuning, PII and access controls, prompt-injection defense, and support long after launch.

  • Performance & cost tuning
  • PII & access controls
  • Ongoing support
FIG. 3.5 — Layers between the model and the world

03.6 What we build

Modulus for Strategy

Use-case discovery, architecture and build-vs-buy decisions, and a roadmap your team can actually deliver.

  • ROI-ranked use cases
  • Architecture & model choices
  • Delivery roadmap
FIG. 3.6 — Choosing the path worth building

04 Selected work

Results that hold up in production.

Conversational commerce · Flagship

The AI sales agent inside WhatsApp

70%of a solar client's monthly sales, handled by the agent

It answers from your pricing, builds proposals, negotiates within approved terms and closes, or hands the buyer to your team. Live in solar and real estate.

4.8 / 5 customer rating · 24/7 · any language

Healthcare & longevity

Clinical intelligence for a premium diagnostics clinic

3×patient follow-through

Clinician-ready health narratives in under sixty seconds, built on Claude, LangChain and FastAPI.

Winner · Innovative AI Award

Enterprise AI

A multi-agent ecosystem for software delivery

85%shorter development lifecycle

Autonomous agents plan, build and test, with a 99.8% autonomous QA pass rate.

Claude · LangGraph · CrewAI

Legal tech

An AI workspace for legal research and drafting

90%less routine drafting time

Contract due diligence three times faster, inside firm-specific guardrails.

Claude · Pinecone · FastAPI

Renewable energy

Predictive intelligence for 200+ solar plants

95%predictive maintenance accuracy

Real-time anomaly detection and alerting across a national fleet.

Gemini · Kafka · TimescaleDB

And more

Document AI, fintech compliance, IoT buildings.

See all work