
Industries
The constraint is not capability. It is where it is allowed to run.
Public sector AI stalls on deployment, residency and audit rather than on accuracy. We build for those constraints first — on-premise or sovereign cloud, role-aware retrieval, and a log of everything the system read and did.
Records · Case work · Correspondence · Sovereign deployment
01 — Where the time goes
Every answer has to be defensible to somebody.
A citizen, an auditor, or a court.
That is the design constraint, and it is a useful one. It rules out systems that cannot show their sources, cannot restrict what a given officer may retrieve, or cannot produce a record of what happened months later.
Within it, the work is substantial: records that nobody can search, case notes written from scratch, correspondence composed by hand, eligibility questions answered by whoever has been there longest. All of it is preparation, and all of it can be prepared with the source shown.
We deploy where the mandate requires — inside your own infrastructure or a sovereign cloud region — using models that run there. Nothing depends on a service call leaving your boundary, because in this sector that is usually the thing that ends the conversation.
Talk to Zealogics02 — What you get back
Inside the boundary, with the reasoning on the record.

ROLE-AWARE RETRIEVAL, LOCAL DEPLOYMENT, COMPLETE LOGGING.
03 — What the work covers
Where we work in the public sector.
Where this shows up
Citizen service and case processing departments
Records, archives and registry functions
Regulatory and licensing authorities
Programme performance and integrity teams
Shared government technology platforms
Typical stack
Records and knowledge intelligence
Decades of documents made searchable in plain language, with retrieval that respects clearance and role, and answers that cite the file rather than summarising it away.
Case processing support
Case notes drafted from the file, completeness checked against the procedure, and the next action proposed — with the officer deciding and the decision recorded.
Citizen correspondence and services
Correspondence and form-completion support in the languages you serve, drafted against approved wording rather than generated freely.
Programme reporting and integrity
Performance reporting assembled from the operational record, and duplication and anomaly detection across programmes that were never designed to be compared.
04 — What ships with it
What a public sector engagement leaves behind.
A demonstration is not a deliverable. These are the artefacts an engagement leaves with your team — owned by you, runnable without us, and auditable by whoever has to sign for them.
01
A deployment that fits the mandate
On-premise or in-region, with the dependency list short enough to be reviewed by the people who have to approve it.
02
Role-aware retrieval
What a given officer may see enforced at retrieval, not filtered out of an answer after the fact.
03
Searchable records
Scanned, structured and indexed, answering with the file reference so the original can be produced.
04
Drafted case work
Notes and correspondence prepared from the record against approved wording, for an officer to approve.
05
A complete log
What was asked, what was retrieved, what was produced and who approved it — retained to your policy.
06
Handover to your team
Operated by your staff, with the runbooks, training and the ability to change it without us.
05 — Agentic AI, in this sector
Agentic AI in the public sector.
Where agents start
- —Records search assistant
- —Form completion support
- —Case note drafting
- —Policy question answering
- —Correspondence generation
- —Translation support
Where they go next
- —Case processing crew
- —Cross-department records intelligence
- —Eligibility assessment support
- —Programme performance reporting
- —Fraud and duplication detection
- —Secure deployment models
Deployment — Runs on-premise or in sovereign cloud, with role-aware retrieval, approved wording for citizen-facing output and complete logging.
06 — In your words
What clients say before they call us.
“The answer is in the archive and the archive is on microfilm.”
Records intelligence
“Nothing may leave our infrastructure.”
On-premise deployment
“Two offices decide the same case differently.”
Procedure-grounded case support
07 — The rest of the map
Eleven more sectors we work in.
A problem is rarely unique to its industry. Most of what we build here has been built next door as well, which is usually why it arrives faster the second time.
Fab
Semiconductor
Yield investigations, equipment data engineering and the tool intelligence that shortens a root-cause cycle.
Explore
Plant
Manufacturing
Shop-floor copilots, predictive maintenance and the plant reporting that currently happens in a spreadsheet at six in the morning.
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Heavy
Steel
Process optimisation, quality prediction and the reporting heavy industry still assembles by hand.
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Assets
Energy & utilities
Asset performance, inspection data and the field workflows that still move on paper between three systems.
Explore
TIC
Testing, inspection & certification
Digitised inspection, generated reports and compliance search across standards that change under you.
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Network
Telecom
Network operations assistants, incident response and service assurance analytics that keep up with the alarm volume.
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Finance
Financial services
Reconciliation, close, risk narrative and reporting automation with an approval gate on everything that moves a number.
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Assurance
Audit & assurance
Evidence review copilots, parallel testing agents and document analysis that cites the page it read.
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Clinical
Healthcare
Documentation support, coding assistance and operational insight, with every clinical output approved by a person.
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Controlled
Defense
Engineering support and controlled AI environments — local models, no external calls, clearance-aware retrieval.
Explore
Talent
Staffing
Engineering, IT and AI talent for Fortune 500 programmes across the USA, UAE, Taiwan and India.
Explore
Have a problem worth solving?
Start inside your own boundary.
One record set, one case type, deployed where your policy requires. That is a defensible first step and a real one.