Hosted
Source material becomes versioned context handles your application can reference without downloading or forwarding the underlying hosted context.
Tokens are energy, not intelligence.
Recover the spend hiding in repeated context.
Your teams repeatedly rebuild the same operating environment for planning, review, support, and coordination. Distil turns approved stable material into a hosted handle your applications can reuse for focused tasks. Prove fit on one workflow with your own quality, security, and operational gates before changing production traffic.
Large docs
Codebases
Support tickets
Policy binders
Manuals
Catalogs
What Distil is
Hosted context reuse, not model training or one-off summarization.
Distil is designed for teams that need an API-accessible way to prepare large reusable source material once, keep it hosted behind a handle, and run task-specific work against it. It is not a model-distillation training platform, a local-only compression library, or a dashboard-only token report.
API-accessible
Teams can wire Distil into existing support, policy, code, catalog, research, and operations workflows using scoped API keys.
Quality-gated
Each pilot should compare no-context, current workflow, prompt-cached, and hosted-context paths before claiming savings or changing production traffic.
Where it fits
Start where stable source material gets reused often.
The strongest first pilots are workflows where the same large source package supports many downstream questions, edits, dashboards, reviews, or automations.
Cloud and AI platforms
Prepare docs, SDKs, support cases, code examples, runbooks, and implementation context for enterprise assistants or customer-facing tools.
Healthcare operations
Reuse policies, policy manuals, claims histories, prior decisions, compliance memos, and call records for controlled review workflows.
Retail and logistics
Process catalogs, product pages, reviews, return reasons, vendor docs, store notes, and support records into reusable operating context.
Finance and insurance
Prepare policies, filings, research packets, underwriting notes, claims documents, and audit trails for source-aware analysis.
Industrial and aerospace
Turn maintenance manuals, engineering docs, field reports, service bulletins, QA notes, and safety procedures into task-ready context.
Pharma and research
Use clinical literature, SOPs, regulatory packets, trial documents, medical writing, and safety reviews without resending the entire bundle every time.
Pilot plan
Prove value on one workflow before changing production traffic.
Start with one stable source package and one repeated task. Distil should earn rollout by preserving answer quality, reducing repeated input, and giving your team a clean fallback path. Measure accepted-answer cost, not reuse value alone.
- Choose the bundlePick a manual, policy binder, codebase, catalog, ticket set, or research packet that is reused often.
- Define the quality contractName the facts, citations, constraints, uncertainty, and output shape the workflow must preserve.
- Run the comparisonEvaluate no-context, the current workflow, existing platform caching, and hosted-context answers on the same task set.
- Promote only if it winsUse hosted context when quality holds, fallback rate is acceptable, and accepted-answer economics improve; fall back to raw context when they do not.
Prove fit first. Then expand deliberately.
Pick one workflow where a large source package is reused often. Measure no-context, current workflow, raw-plus-caching, and hosted-context outputs. If quality holds and the accepted-answer economics work, wire the handle into production.
Get an API key Run a workflow audit