Wire AI into the systems you already run.
The model works in a demo but can't see your data, write back to your CRM, or be trusted with your permissions model. Integration is the plumbing that makes it real — connected to your live systems, safely. No rip-and-replace.
Everything you need.Wired into reality.
Not a demo against a stale export. AI connected to your live systems of record, with read/write you can trust, a permissions model that holds, and a runbook your team owns.
AI that reads your live systems of record
Current CRM, ERP, database and warehouse data — not a CSV export or a copy that's a week stale.
Write-back you can trust
When AI updates a record or triggers a workflow, it ships with validation, a dry-run mode, an audit trail and rollback — so a bad output can't silently corrupt your system of record.
A permissions model that holds at the AI layer
Record-level access carried through retrieval, so no user — and no model — ever sees data they shouldn't.
Pipelines that survive the real world
Rate limits, retries, idempotency, schema-change detection and error queues with replay. It doesn't quietly break on a Tuesday.
No rip-and-replace
It runs on the stack you already have — on-prem or cloud, alongside your existing tools. We integrate into reality, we don't re-platform it.
A system your team owns
An architecture doc, monitoring, alerting and a written runbook — so you can operate it without us when you're ready.
Map it. Connect one path.Then to production, fast.
Five steps from a read-only assessment to a staged cutover — your data proves the auth, latency and cost before we widen scope.
30–60 minutes with an engineer, then read-only access to the systems in scope. We map the data, the systems of record, the auth model, rate limits and the compliance constraints — and tell you what's actually integrable, what's blocked, and where the real risk is. If integration isn't your bottleneck, we say so here.
Written architecture: which systems connect, the direction of data flow, the retrieval design, the permissions model and the failure modes. Fixed milestones and a success metric, in writing, before any code.
We wire a single real flow through the whole stack — one system, one data path, into the AI layer and back — in staging. This proves the auth, permissions, latency and cost on your actual data before we widen scope.
Add the remaining systems and flows, add retries, idempotency and rate-limit handling, lock down permissions and audit logging, load-test against real volumes and dry-run the write-backs. Weekly demos on your data throughout.
Production cutover, usually staged or dual-run, with monitoring and alerting live and the runbook written. We stay accountable through stabilization; ongoing operation can roll into Support & Scale or back to your team.
We're not for everyone.We’re for teams wiring AI into the real stack.
If any of these sound familiar, we should talk.
The demo works, production doesn't
Founder or CTO with an AI feature stuck in isolation
- Impressive in isolation, useless in production
- Reads a stale export, can't write back
- Not tied into your auth
Outcome: The demo becomes a feature your systems actually run.
AI can't touch your data because of where it lives
Data spread across ERP, legacy on-prem and SaaS
- Data scattered across ERP, legacy DB and SaaS tools
- A real PII or data-residency regime
- No way to rip-and-replace
Outcome: AI reaches your data without breaking your compliance constraints.
You need retrieval grounded in your own systems
Internal AI that answers from your data and acts in your tools
- Support, search or an agent that updates records
- Must never retrieve a record a user shouldn't see
- The hard part is retrieval, permissions and write-back
Outcome: Grounded answers and safe actions inside your own tools.



Senior engineers. No handovers. No fluff.
Start your deployment.
Talk directly to a principal engineer.
No sales team.
No discovery workshops.
No procurement circus.
We scope, build and ship.
- Reply within 24h
- Engineer-led assessment
- Written proposal
- Portugal / EU timezone
No commitment. Just an engineer.

