Use Cases

The work, opened up

Every system on this page is running in production. Each case file covers what was breaking, what we built, what it runs on, and what changed.

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Our own product

AI Recruiter Crew

A crew of agents that screens, calls, and schedules. Recruiters approve.

Our own recruitment platform. A coordinated team of agents handles CV scoring, AI-led screening calls, interview scheduling, and structured hire/pass recommendations with full reasoning. Recruiters review and approve. They do not operate the workflow.

Outcome

Time-to-shortlist cut from 14 days to under 24 hours.

CrewAILangGraphLLM transcript scoringSpeech-to-textLangSmith observability

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Case Files

Built, shipped, and running

Agentic systems we operate on our own platforms, and platforms we designed and built for clients across healthcare, finance, education, and field operations.

Mortgage and fintech

Loan Underwriting Crew

Built for Southwest Funding as Project Phoenix. Document verification, credit checks, and borrower communication run as one connected pipeline instead of five disconnected systems, so underwriters review a prepared, verified file and apply judgment where it matters.

Outcome

A single origination platform replacing manual work across five systems.

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Network operations

Autonomous NOC Agent

Receives alerts, pulls related configuration items from the CMDB, selects and executes known runbooks, escalates with full context when genuinely stuck, and journals every decision taken, 24 hours a day, without adding headcount.

Outcome

60 to 80% faster incident resolution. Over 90% of alerts resolved without waking a human.

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Enterprise knowledge

Autonomous Knowledge Worker

A writer agent researches across your entire document corpus using the RAG retrieval layer. A reviewer agent checks every claim against source citations before the report reaches anyone. Fully cited outputs, every time.

Outcome

4 to 8 hours saved per knowledge worker per week.

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Pharmaceuticals

Revantage

A live pharma supply chain platform where order routing, prescription verification, and patient follow-up run as one system, with DPDP Act 2023 compliance built into the architecture rather than added afterwards.

Outcome

Order processing time cut significantly, with full DPDP Act 2023 compliance.

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EdTech

HappyDots

An online learning platform combining a real-time collaborative whiteboard, WebRTC video conferencing, and synchronised co-browsing, so a teacher can draw, present, and guide a student through a live website in the same session.

Outcome

A production virtual classroom with sub-second collaborative sync.

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Health and wellness

Azzilla

A community-driven fitness and wellness platform combining workout programming, meal planning, health tracking, and a social timeline, with GPT-powered assistance and automated lead nurturing running behind it.

Outcome

One platform replacing four disconnected fitness, nutrition, and community apps.

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Sales and communication

ChatSuggest

An AI assistant for live conversations. It transcribes the call as it happens, understands the role and scenario you set up beforehand, and drafts what you could say next for interviews, sales calls, and investor pitches.

Outcome

Preparation and in-call research replaced by real-time suggestions.

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AI infrastructure

Fullmetal

An API backed by a distributed network of community and hosted agents running open-source models. Prompts and responses are encrypted, idle machines earn tokens for serving public prompts, and users get model choice without self-hosting costs.

Outcome

Open-source model access at community hosting cost, with encrypted prompts.

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Interactive media

Storii

A platform for building branching story games without writing code. Creators assemble scenes from images, video, sound, and choices, set their own price, and track sales through a built-in reporting dashboard.

Outcome

Story game creation and monetisation opened up to non-technical creators.

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Field operations

Vital Organizer

A work order system for high-volume onsite jobs. Managers dispatch against a live map of worker locations, plan routes around traffic and weather, message crews in place, and use a gamified incentive layer to keep jobs closing on time.

Outcome

Real-time dispatch replacing manual scheduling across a distributed contract workforce.

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