Use case
Legal
Legal operations need speed and consistency without sending privileged or sensitive matter data through unmanaged external APIs.
The problem
Review volumes keep growing while expectations on turnaround and consistency tighten. Ad-hoc prompts in public chat tools create governance gaps and version chaos.
You need tooling that fits matter boundaries, retention rules, and access controls your firm or legal department already defines.
Where an SLM fits vs. a larger private LLM
SLMs handle repetitive extraction and first-pass classification against your templates - playbooks, defined clause types, and house style - at a cost profile that scales with page volume.
Private LLMs help when documents are long, cross-referencing is heavy, or instructions need more flexible natural-language interpretation. Both can live in your environment; the question is which tier owns which step.
- Keep human review on the critical path where your policy requires it.
- Use orchestration when workflows span systems - see agent orchestration for multi-step patterns.
How SLM-Works helps
We build and run private language models and routing layers. Counsel remains responsible for final judgment and regulatory interpretation.
- Custom SLM development →
Models tuned on approved corpora and task formats.
- Private LLM deployment →
When matters need broader reasoning inside your boundary.
- SLM infrastructure →
Deployment patterns that match firm IT standards.
- Agent orchestration →
Multi-step workflows with tools and retrieval - full narrative on this page only.
- All services →
Full services overview.
Related insights
- On-prem SLM inference vs rented GPU cloud: how to choose
The decision is not ideological—it is a bundle of networking, procurement, incident response, and unit economics that changes with your traffic shape.
- SLM vs LLM in the enterprise: a practical decision framework
Use a scorecard—not slogans—to decide when a specialized small model should own a workflow versus when a larger private LLM must stay in the loop.
See how this maps to your stack and governance