
Modaic
Your expert judgment and taste, running at scale.
7 followers
Your expert judgment and taste, running at scale.
7 followers
Language models are digitizing judgment — the messy, subjective decisions that used to live in human heads. Modaic is building the infrastructure to make that judgment auditable, calibrated, and trusted at scale.
This is the 2nd launch from Modaic. View more
Modaic
Launching today
The fastest way to turn your taste and expertise into automation. Arbiters are language models that make a decision, explain why, and return a (reliable) score for how sure they are -- measured from inside the model. Confident decisions are accepted, unsure decisions go to a human, then their fixes update the instructions automatically. Over time, arbiters align to your judgment and decision rules. Use them to score, classify, route, extract, and moderate -- the way your team would by hand.







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Modaic is live! Accessible via waitlist
At scale, automating human judgment with LLMs fails in three ways:
1. Models can’t reliably flag their own edge cases
2. Manual instruction fixes are unsystematic and risk regression
3. To measure success, you must review either everything or nothing
Modaic is the alignment engine for decision automation — it turns expert judgment into reliable, auditable LLM decisions. We introduce Arbiters: language models that return a decision, its reasoning, and a (reliable) score telling you how sure the model is in its decision. Reviewer corrections compile back into better instructions automatically.
What you can build:
- LLM-as-a-judge that scores agent outputs, RAG answers, or generated content the way your reviewers would
- Classification and routing for support tickets, leads, content, and messages aligned to your team’s taxonomy
- Tagging and data labeling for training sets, eval datasets, and trace metadata — aligned to your reviewers’ standard
- Structured extraction from contracts, invoices, medical records, and transcripts at scale
- Content moderation aligned to your policy, not a generic safety filter
- Quality scoring and ranking for code completions, search results, and AI-generated content
- Fraud detection, risk scoring, and KYC for transactions, claims, onboarding flows, aligned to your team’s policy
And more!