Spend management
Meter AI usage and cost, define layered access, and enforce budgets across models and workloads so spending stays controlled.
AI.
AI for specialized work. Expert knowledge in the field. Models and tools built around your business.
Enterprise AI
We help companies control AI costs, evaluate performance, and improve accuracy. We ground systems in trusted company knowledge so adoption is practical and measurable.
How we help
Evaluations
Build repeatable evaluations that measure accuracy, reliability, and business fit before and after deployment.
Knowledge bases
Ground AI systems in trusted company knowledge so answers are accurate, relevant, and current.
Selected work
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SituationA hedge fund needed an LLM to interpret time-series model outputs alongside current data and news. General-purpose models relied on static model weights, while tool-based web browsing was too slow for the workflow.
Our workWe built the full post-training pipeline: context engineering, RAG scaffolds, supervised fine-tuning, low-latency inference streams, LLM graders, and evaluation pipelines. The system combined time-series outputs with up-to-date market data and news and was deployed in a pilot.
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SituationA criminal defence practice wanted to apply general-purpose AI to legal research and document preparation while protecting privileged and sensitive client information. The practice needed a practical starting point rather than a broad transformation program.
Our workWe delivered a practice-specific adoption advisory covering privacy and data controls, tool selection, bounded access to files and email, web-assisted legal research, and reusable structured prompts and task-specific workflows. The guidance prioritized confidentiality, controlled experimentation, and clear judgment about where AI should—and should not—enter the work.
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SituationSaltwater Games needed NPCs that could respond to players based on live game state, alongside faster proof-of-concept asset generation inside its Unity development environments.
Our workWe implemented AI-enabled NPC dialogue using AWS, Anthropic, and OpenAI infrastructure. The agents decided what to say based on game state, including player achievements and inventory. We also integrated a Leonardo AI widget across the company’s Unity deployments for in-workflow asset generation. Both systems were adopted and used in production.
Technician AI
We deliver AI that gives technicians in the field rapid access to industry-standard documentation, specifications, and expert knowledge at the point of work. They can diagnose common problems faster and more confidently, with less dependence on scarce specialists.
How we help
Knowledge at the point of work
Give technicians rapid access to industry-standard documentation, specifications, procedures, and institutional knowledge while they work.
Guided diagnostics
Guide technicians from symptoms to likely causes with diagnostic support grounded in the systems they maintain.
Operational learning
Capture resolved issues and field experience so each job improves the guidance available for the next.
Selected product
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SituationMarine technicians diagnosing onboard electrical systems must work across industry standards, manufacturer documentation, vessel-specific records, and equipment that can be difficult to identify in place. Common faults can still require time-consuming searches or escalation to scarce specialists.
Our workWe designed and engineered Circuit Skipper, a pre-release mobile AI assistant for marine technicians. Its safety-gated knowledge system combines cloud and on-device multimodal troubleshooting with equipment identification, live video support, vessel records, and ABYC/ISO sizing.
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