We install open-weight language models on your hardware and build the automation that runs on them.
Then we hand the whole system to your engineers, on an exit date agreed in writing before we start.
We take no margin on hardware or licences, and we sell no platform of our own.
Who this is for
Healthcare
Discharge summaries, prior-authorisation packetsPHI, charts, dictationLegal
Discovery review, clause extractionPrivileged materialFinancial services
Analyst summarisation, KYC file reviewPositions, PII, MNPIPublic sector
Enclave document triage, FOI redactionITAR and CUI materialIndustrial
Maintenance manuals, test-log searchProcess IP, formulationsCheck a vendor quote against this
Per-token pricing grows with adoption. Owned GPUs cost electricity. Weights only, two bytes per parameter, before KV cache and a second node.
One workstation card — RTX 6000 Ada
Classification, extraction, redaction
One L40S, with room to batch
The same, at department scale
One H100, or two L40S
Drafting over retrieved documents
One H100 (80 GB)
Most internal knowledge work
Two H100, tensor-parallel
Quality that must not be argued about
Two to four H100, or one MI300X
Reasoning work, fewer users
How an engagement runs
The workflow matters more than the model. Every action passes an approval gate.
Map
We read your proxy logs. Shadow usage is the requirements document.
Size
Hardware sized against real concurrency. Models benchmarked on your tasks.
Build
One workflow someone does daily, in production.
Hand over
We break it on purpose. Your engineers fix it while we sit behind them.
You keep the sizing memo, the cost model, the evaluation set and the runbook. Full method
[FOUNDER NAME] started Private Catalyst in [YEAR], after [N] years of platform infrastructure at [EMPLOYER]. [N] engineers, no sales team, no subcontracting without your agreement.
We sign your NDA before the first call, and references in regulated sectors are available on request.
Send us the workload that cannot leave your network.
Fixed fee, and you keep the memo either way.