Consultancy & advisory
We specialize in developing mission-critical tools that streamline operations for everyone from the fortune 500 to startups.
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Agents that do real work inside your systems, reading from the tools your team already uses, taking action, and escalating when they shouldn't decide alone. The hard part isn't the model. It's the tool design, evaluation, and guardrails that decide whether an agent survives contact with production.
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For the work a general-purpose model gets wrong: fine-tuned models and purpose-built agents trained on your domain data, your workflows, and your edge cases, then measured against the task they were actually built for rather than a public benchmark.
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Conversational agents, speech-to-text, and voice automation built to hold up on a live phone line. Latency budgets, barge-in, and graceful failure are what separate a convincing demo from a number people will actually call twice.
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Core financial systems, payment rails, compliance workflows, and the integrations that tie them to banks, processors, and fintech APIs. Built to reconcile cleanly, leave an audit trail, and hold up under scrutiny.
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The pipelines, storage, and serving layers everything else depends on. Designed to stay fast and reliable as volume grows, instead of becoming the bottleneck the moment an AI workload starts reading from them.
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The codebase your team shipped fast with an AI assistant and now can't safely change. We work out what's actually load-bearing, add the tests and boundaries that got skipped, and hand back something a team can maintain without holding its breath.
For consulting and advisory inquiries, get in touch and tell us what you're working on.