Industries
Explore workflow problems across industries.
Our in-house directions include financial organisation and accountable agent outcomes. Healthcare and defense themes below are exploratory, not delivered practice areas. Domain rules and operating requirements must be understood with your operators before selecting a solution.
- Illustrative industry contexts
- 12
- Stage-labelled notes
- Products
- Analysis to architecture
- 25 yrs
- Remote-first delivery
- Worldwide
Illustrative industry contexts
Stage-labelled notes
Analysis to architecture
Remote-first delivery
Where we work
Twelve illustrative contexts, scoped individually.
These are exploratory contexts, not a list of industries served. Confirm domain expertise, data suitability and review requirements before selecting an engagement.
Fintech & personal finance
Financial organization and evidence preparation are possible workflow themes. Pennifi is in development; this portfolio does not establish money movement, integrations or certification.
Defense & regulated suppliers
NIST SP 800-171 and CMMC readiness as a data model: controls, assessments, evidence lockers, POA&M tracking. Exploratory requirement mapping, not certification or delivered-client evidence.
Healthcare & care coordination
Multi-party provider graphs, verification state, referral and pathway routing under PHI handling constraints. Exploratory workflow only; competence, data suitability and contractual requirements need confirmation.
Managed services & ITSM
A proposed service-desk workflow — incident, change, CMDB, SLA and vendor models that survive an audit rather than a demo.
SaaS & marketplaces
Multi-tenant boundaries, entitlement models, billing and usage metering, and the admin surfaces founders forget to scope until month six.
Logistics & field operations
Dispatch, capacity, exception handling and mobile-first operator flows where the hard part is state across parties, not the map pin.
Commerce & consumer
Catalogue, pricing, fulfilment and retention systems, plus AI applied to merchandising and support at the step that actually carries cost.
Education & workforce
Assessment, credentialing and progression are exploratory workflow themes. No implemented rating engine or scoring outcome is established here.
Professional services
Delivery, utilisation and back-office platforms modelled on how the firm actually bills, so the shadow spreadsheets disappear.
Industrial & manufacturing
Asset, maintenance and quality data foundations, then AI on top of clean telemetry rather than a pilot bolted to a dashboard.
Public sector & non-profit
Programme intake, eligibility, casework and reporting where transparency and record-keeping are the requirement, not a feature.
Legal, insurance & claims
Document-heavy workflows: parsing, extraction, matching and drafting with a human decision point and a complete evidence trail.
How we enter a new domain
Confirm domain expertise and fit before delivery.
Domain first, stack second
We start by modelling your domain in your language — entities, states, actors, obligations. The technology choices fall out of that model, not the other way round.
Your constraint is the architecture
Identify relevant constraints with operators: review requirements, margin, latency, counterparties and dependencies. Assessment scope and timing require agreement.
Patterns travel, specifics don't
Evidence trails, multi-party state, bounded agent authority and access control repeat across industries. The rules and vocabulary never do — those we learn from your operators.
Stage
From a founder with a document to an enterprise with a change board.
Idea to first release
Pre-seed and seed founders who need a defensible architecture and a shipped product, not a deck. Timing depends on scope, access, reviews and acceptance.
Scale-up under load
Series A/B teams whose first build is buckling. We stabilise the data model, add the access and audit layers, and hand back a platform your team can extend.
Enterprise modernisation
Established organisations replacing or wrapping legacy systems, with governance, procurement and change review in the path. We work inside that, not around it.
Playbooks
Two detailed workflows and two exploratory playbooks.
Finance operations & accounting firms
A proposed finance-exception workflow: improve evidence, matching and authorised review while retaining useful systems.
Read the playbook →
Managed services & ITSM
A proposed service workflow: assess whether permitted retrieval and human-reviewed drafts reduce repeated ticket investigation. Benefit requires measurement.
Read the playbook →
Healthcare administration
Referrals, intake and prior authorisation are paperwork systems wearing clinical clothes.
Read the playbook →
Defense & CMMC compliance
Explore an illustrative control-evidence workflow. Requirements, expertise and acceptance need scoped review.
Read the playbook →
Fit check
Tell us your industry and the constraint that binds it.
Discuss fit and the assessment needed to understand the workflow, authority boundaries and constraints.