Material Lab is an AI-native product studio that works like an extended tech team. We build and integrate LLM-powered workflows, apps, and GTM systems that increase revenue, save hours, and reduce errors.

Typical wins: instant internal copilots, 40–70% fewer manual ops steps, faster lead-to-close.

Your extended AI product team - from idea to shipped system.

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AUTOMATE with Intelligent Workflows

We embed LLMs and autonomous agents directly into your existing stack to handle the heavy lifting.

• Custom Copilots: Specialized assistants for internal teams.
• RAG Systems: Retrieval-Augmented Generation for instant knowledge access.
• Decision Agents: Automated triage and logic handling.
• End-to-End Ops: Hands-free execution of messy ops and complex tasks.

BUILD AI-Native Products

Go from concept to code in record time. We build web and mobile apps with AI at the core.

• Rapid Prototyping: Functional concepts in days.
• Production Builds: Scalable architecture in weeks.
• Deep Integration: AI is woven into the UX (not just bolted on).
• Evaluation Loops: Continuous monitoring and iteration to ensure adoption.

SCALE with GTM & Revenue Systems

Scale your sales engine without scaling headcount. We automate the path from lead to closed won.

• CRM Automation: Smart lead routing, follow-ups, and personalization.
• RevOps Visibility: Real-time dashboards that signal what’s moving.
• Sales Engineering: Automated follow-ups and outreach sequences.
• Growth Experiments: Rigorous Ship → Measure → Refine cycles.

CONVERT with AI-Assisted Web & Brand Systems

We build digital foundations that convert. From narrative to architecture, we design sites that work as hard as you do.

• Strategic Design: Brand Narrative, Information Architecture, Complete Build.
• Performance: AI-assisted content and programmatic SEO.
• Optimization: UX structures designed for high conversion rates.

Common Builds

Internal Copilots • RAG Knowledge Bases • AI-Native MVPs • CRM Automation • RevOps Dashboards • Mobile Apps • Workflow Integrations

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How We Work

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Talk → Touch

You share the goal and how your team works. We map the workflow, define the metric, and prototype in days. No decks! You get a working demo + a clear rollout plan.

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Evidence → Ship

We ship only when the metric moves (revenue, hours saved, error rate, conversion). If we can’t link output to outcome, we don’t build it.

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Why Teams Choose Us

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Small team, real partnership

You get senior builders working directly with you. No layers. No bloat.

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Built for your workflow

Everything we build is designed around how your team actually works, not a generic tool.

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Metric-first delivery

We don’t sell features. We ship what improves a measurable outcome.

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Production, not prototypes

We don’t stop at a demo. We handle evals, roll-out, and reliability until the system is truly used.

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AI where it counts

We integrate LLMs + agents only when they reduce cost, time, or complexity.

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