Who it is for
Organisations with a proven workload that now need it to run reliably for real users, inside their own boundary.
The problem it resolves
Getting a model to answer is easy. Running it with identity, permissions, monitoring, upgrades and support is where most private-AI projects stall.
What we need from you
- An accepted pilot, or equivalent evidence
- Target infrastructure and the procurement route for any hardware
- Identity provider, document sources and integration owners
- Operational owner and support expectations
What you receive
- Deployed, access-controlled service in your environment
- Integrations with agreed document sources and your identity provider
- Monitoring, logging policy and a documented data boundary
- Regression test suite, carried over from the pilot
- Runbooks, admin training and user guidance
- Acceptance testing signed off by your named owner
Not included
- Hardware cost (quoted separately or bought directly from suppliers)
- Ongoing operation after acceptance (see Managed Private AI)
- Changes to systems outside the agreed scope
How the result is accepted
- Regression suite passes on the production configuration
- Permission and disclosure tests pass
- Agreed latency and concurrency targets are met at the measured load
Commercial structure
From $20,000, typically 6–12 weeks. Excludes hardware, taxes and third-party licences. Final price is fixed in a written scope before work starts.
Dipankar Sarkar · Engagement owner, Neul Labs Limited
One named person is accountable for scope, commitments and acceptance on every engagement, including work delivered with specialist partners.
Typical situations
Private document assistant
“We need AI over confidential documents, but cannot send them outside our infrastructure.”
Production deployment rescue
“Our prototype worked in the demo, but it is slow, unreliable or unsafe with real users.”
Frequently Asked Questions
Do we have to buy hardware through you?
No. You can buy directly from suppliers. We provide the specification, compare quotes against the same scope, and test what arrives. Any supplier referral fee is disclosed and never decides the recommendation.
Who does the work?
Our engineers, plus vetted specialists where the work needs them. Either way, one named owner is accountable for scope, delivery and acceptance.
Other services
- Private AI Fit Assessment · From $1,500
- Workload Proof Pilot · From $8,000
- Performance Rescue · From $3,000
- Managed Private AI · From $750/month
- Partner Deployment Programme · Setup fee, then per-deployment and support charges