Solutions
Local-first intelligence. Built for useful work.
Turn authorized business information into searchable evidence and structured workflows. Discuss one product or a coordinated installation of several, from a focused proof of concept to a contracted deployment.
Small models, purposeful architecture
Prefer appropriately sized local models, structured retrieval, filters, and deterministic calculations where useful. External model APIs are optional only where the agreed solution supports them; any external processing requires explicit authorization.
Your information, controlled access
Design for customer-controlled processing, role-based access, authorized sources, and traceable actions. Privacy depends on the deployed configuration, permissions, backups, and operator practices—not on a blanket security promise.
Find the evidence, not just an answer
Search agreed documents, folders, and records with product-specific filters. Where supported, answers cite authorized source records; missing or contradictory evidence should trigger an explicit limitation or human review. No system can guarantee zero hallucinations.
Efficiency before model size
Use indexing, caching, focused pipelines, and smaller models to reduce unnecessary computation. Speed, power consumption, and environmental impact depend on hardware, workload, and measurements; no unmeasured energy savings are claimed.
One team, one or several products
Scope single-user or multi-user access, shared administration, and one or several modules. Combined installations require compatibility checks, permissions, resource planning, and an agreed integration contract.
Capacity matched to the job
CPU, GPU, and compact or portable-device requirements can be assessed. Large collections—including million-record targets—need representative benchmarks, supported-format checks, storage sizing, and concurrency tests. Not every file type or device is supported.