Products

We don't just advise. We build.

The best way to understand AI in production is to ship it. We build commercial products to solve real problems that we've faced many times in our careers.

As we build, we trial the latest agentic methods, originate best-practices and develop frameworks to advance agentic design, build and delivery.

Our clients benefit from our research and execution.

2 live products

Production AI

Built by practitioners

Products

ByLevel

Upload documents, diagrams, or audio. Get structured BPMN process maps with full source provenance and automated gap analysis. Ready for client delivery or audit.

Source-verified. Every task, gateway, and flow traced to its origin.

Process mapping

Document ingestion

BPMN output

Evidence chains

BySource

Writes long-form articles, then verifies every claim programmatically before publishing. If a citation is fabricated, the system catches it. Every factual statement either has a verifiable source or gets flagged. Nothing slips through unchecked.

Content generation

Citation verification

Anti-hallucination

Source provenance

WHY SERPIN

Agentic systems built for scale and trust

Built, not theorised

These aren't slide decks or concept demos. They're working software with live backends, live pipelines, and outputs you can check yourself.

Governed by design

Source provenance, evidence chains, and verification guardrails are built in from day one. Not bolted on after a compliance review.

Practitioner-built

Built by the same people who advise on AI strategy. No handoffs between the team who plans and the team who builds. Same people, same standards.

Want to see how they work?

We'll walk you through it. If you're bringing AI into your organisation and want to talk to the people behind these products, get in touch.