Ship with world-class AI capability
AI capability access for software companies and product teams: model evaluation and selection, compliant access paths, billing setup, and integration support. Compliant paths only.
Where teams get stuck
Unclear access path
Entity, channel, billing and data compliance — every link matters and mistakes are expensive.
Messy accounts & billing
Personal cards and unstable accounts don’t scale and don’t pass audits.
No selection baseline
Without benchmarks on your own scenarios, model choice is guesswork.
Compliance risk
Cross-border data, terms of service, industry rules — someone must draw the red lines.
What we do
Model evaluation & selection
Benchmarks on your scenarios with cost modelling and a written recommendation.
Compliant access design
Proper entities and channels for provisioning and settlement, with data-compliance guidance.
Accounts & billing
Enterprise account structure, settlement and invoicing that satisfies finance.
Integration support
Architecture advice, gateway and failover patterns, launch support.
Cost optimisation
Caching, routing and fallback strategies; usage dashboards and budget alerts.
Model intelligence
Ongoing tracking of model releases, pricing and policy changes.
How we work
Scoping call
Business scenario, compliance requirements and budget.
Evaluation & plan
Benchmarks, access plan and cost model in writing.
Provisioning & integration
Accounts, billing and API integration.
Ongoing support
Usage monitoring, cost optimisation, model updates.
FAQ
Which models can you help with?
Evaluation and access plans for leading global models and AI services, tailored to your scenario (chat, code, multimodal, agents) and compliance requirements — scoped in the first call.
Is the access path compliant?
We only design compliant paths: proper entities, official channels, legitimate settlement, plus guidance on data transfer and terms of service. We never help circumvent reviews or terms.
We don’t have an overseas entity yet — can we start?
Yes. In most cases we recommend pairing with an entity (our incorporation service connects seamlessly); some scenarios have compliant alternatives.
Close the AI capability gap
Tell us about your product — we respond the same day with an initial read on selection and access.