Five ways
Monolith gets used.
These are the use cases where we see Monolith do work that meaningfully moves the needle. If your workload looks like one of these, we can help you put it into production.
Scientific research
Literature synthesis across entire fields, hypothesis generation, and protocol review at the scale of working scientists.
- Review ten thousand abstracts and surface the six that matter to your question
- Cross-check experimental protocols against known failure modes
- Generate candidate hypotheses ranked by plausibility and testability
“Monolith reduced our literature-review step from three weeks to forty minutes on our most recent protein-folding study.”
Principal Investigator, structural biology lab (Tsinghua)
Advanced reasoning
Multi-step problems with long dependencies. Mathematics, strategy, formal verification, and anywhere a single wrong step invalidates the result.
- Olympiad-level mathematics with verified chains of reasoning
- Business strategy with explicit counterfactual analysis
- Proofs in Lean 4 and Coq, generated and machine-checked
“The first model that doesn't quietly hand-wave past the hard step in a proof.”
Senior researcher, formal methods group
Long-context analysis
A million tokens is a novel, a complete archive, or a decade of regulatory filings. Monolith reasons across the whole thing, not summaries of summaries.
- Search and synthesize 10,000-page regulatory dossiers
- Analyse an entire corporate document history for a specific liability pattern
- Find contradictions across a lifetime of legal correspondence
“We fed it our entire compliance archive. It found seven conflicts no human had caught in fifteen years.”
GC, financial services firm
Autonomous agents
Agents that browse, click, write, and verify. Task completion in the wild, with built-in oversight hooks for high-stakes environments.
- Operations agents that monitor dashboards and page humans only when needed
- Research assistants that browse, synthesize, cite, and revise
- Document-processing agents with mandatory review checkpoints
“It's the first agent we've deployed where I'm not nervous about what happens when I go to sleep.”
Infrastructure lead, logistics company
Complex problem-solving
When the problem is open-ended and the path to the answer is the hard part. Business analysis, product design, policy drafting, creative work.
- Design reviews that ask the questions your team isn't asking
- Policy drafts that surface unintended consequences before you ship
- Long-form creative writing with consistent voice across chapters
“It caught a constitutional issue in our draft that would have made the whole thing moot.”
Policy counsel, think tank
Something else in mind?
These are the patterns we see most, not a hard list. If your use case doesn't fit neatly, tell us about it.