Mission
Intelligence without data collection
Most AI systems on the market have to see your data to be intelligent. ABN is built around a No-Data design — when external reasoning is enabled, the model receives only abstracted or tokenised context (event names, counts and statistics), not raw values. The result: process understanding while raw operational data is designed to stay inside the customer-controlled environment.
Vision
Autonomous backoffice for every company
Every company — from the 50-person construction firm to the property company with a thousand employees — has the same backoffice challenges: invoice audit, scheduling gaps, delivery monitoring, exception handling. ABN is the generator that creates the agents your company specifically needs, calibrated to your own process and your own baselines, signed and traceable from the first run.
Core principles
Four rules at the core
Local execution
The entire ABN Node runs on the customer's server, VPC or machine. There is no cloud version to opt out of — it is built in.
Statelessness
The engines have no memory between runs. Each cycle reads from the DB, runs in memory, writes back. A crash loses nothing; a restart is trivial.
Zero-Trust
Every agent, every action, every data point is validated before anything runs. HMAC signing on every blueprint, attestation on every output.
GDPR by architecture
PII Guardian and Data Minimizer are not add-ons — they are mandatory steps in the pipeline. PII is detected and pseudonymised before the data even reaches memory.
The technology
Three layers, one discipline
Layer 01
Observer Layer
Reads source systems via Nango (never direct HTTP). The Trust Layer runs PII Guardian and Data Minimizer on every event before it is written to the events table.
Layer 02
Process Graph Engine
Builds a living map of how the company actually works. A pm4py ensemble (DFG + Inductive + Heuristics) and a Pattern Library with quantitative conformance.
Layer 03
Autonomous Engine
Blueprint Generator creates unique agents per (customer, process). Every run follows the OPERA loop — Observe, Plan, Execute, Reason, Act — in strict order.
Where we build
ABN Platform AB — Stockholm, Sweden
ABN is a Swedish limited company. We follow Swedish accounting law, GDPR and the EU AI Act for the same reason we follow good code hygiene: it makes the product better and our customers safer. The local-first design is built to keep customer operational data inside the customer-controlled environment, so ABN Platform AB does not receive a copy of it during normal operation; any subprocessors are listed in our subprocessor register with the applicable safeguards.
Team
We are building something important
ABN is still a small team working closely with a few pilot customers. We hire slowly and deliberately. If you believe in the model — local first, transparent by default, human-in-the- loop until the company is ready for more — we would like to hear from you.
Get closer
Join us or get in touch
We welcome pilot enquiries, partnership conversations and open applications at the same address.