Knowledgebases for professional services

We turn your firm's reference library—regulations, opinions, publications, internal memos—into a searchable, citation-grounded knowledgebase your team can trust. Built for law firms, accounting firms, and compliance teams.

0 pages indexed & cited
0 bills monitored
0 opinions searchable
0 courts covered

Selected work

red-i.fly.dev
redi — Schaaf CPA Knowledge Hub: tax research with cited answers
Knowledgebase Citation-Grounded Token-Efficient

redi — Tax Research Knowledge Hub

Built for Schaaf CPA Group: 14 sources and 7,689 pages—IRS publications, Indiana DOR bulletins, the QuickFinder library—behind one research box. Every claim links to its source passage, and per-source filtering keeps retrieval tight so each answer spends only the tokens it needs. Always cited, never speculative.

Visit live site →
scotus-analytics.com
SCOTUS Analytics dashboard forecasting Supreme Court outcomes
Evaluation Analytics LLM Pipeline

SCOTUS Analytics

Forecasts Supreme Court outcomes by combining precedent matching over the Supreme Court Database, LLM sentiment classification of oral-argument questions, and per-justice probability estimates. Predictions are scored against real decisions—a public accuracy page holds the pipeline accountable.

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legislative tracker — client project
Legislative Tracker — pharmacy compliance monitor across 51 states
Workflow Monitoring Classification

Legislative Tracker

An automated compliance workflow: 1,941 pharmacy bills across 51 states, discovered, deduplicated, risk-scored, and summarized—960 status changes surfaced in the last 30 days alone. The pipeline runs on a schedule; the team just reviews their desk.

lodestar — private beta
Lodestar — Indiana case law search across 11,492 appellate opinions
Knowledgebase Hybrid Search Case Law

Lodestar — Indiana Case Law Intelligence

11,492 Indiana appellate opinions and 17,914 briefs behind one search box—hybrid, semantic, keyword, or case name, answering in under 300ms. Filter by court, judge, topic, attorney, or disposition; forecast outcomes; and draft from the winning briefs that shaped each issue.

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More projects

Yevrah Terminal

Legal research tool with dual search—keyword and semantic—over 200+ courts. LLM-powered query interpretation and semantic reranking.

View on GitHub →

Legal Embeddings Model

Fine-tuned embedding model trained on US case law for legal text similarity and retrieval tasks.

View on Hugging Face →

We build knowledgebases

One core service, done thoroughly: your firm's reference materials turned into a knowledgebase that answers with citations. Everything else we do exists to make that knowledgebase dependable.

01 · Workflows

It works while you don't

Every knowledgebase can drive automated workflows: monitoring legislatures and agencies, classifying and risk-scoring new documents, and drafting summaries on a schedule. Your team reviews results instead of doing the legwork.

02 · Token Efficiency

It runs lean

Prompt caching, routing cheap steps to smaller models, retrieval trimmed to only the context that matters, and batching for offline work—so your knowledgebase answers at a fraction of the token cost, without losing quality.

03 · Evals

It proves itself

Every knowledgebase ships with an eval suite grading accuracy, citation coverage, and hallucinations—so prompt and model changes are regression-tested before they ship, and you have numbers, not vibes.

How we work

Your sources, not the open web

Every knowledgebase is grounded in the materials your firm already trusts—your publications, your jurisdictions, your internal knowledge.

Always cited

Every answer links back to the source passage it came from. Professionals need to verify, so verification is built in—not bolted on.

Measured, not guessed

Every pipeline ships with an eval suite and a cost profile. You know how accurate it is, how well it cites, and what each answer costs to run.

Expertise

AI, Retrieval & Evaluation

Claude / Anthropic API OpenAI / GPT RAG Pipelines Hybrid Search Embeddings & Reranking Fine-tuning Evals & Benchmarks Prompt Caching Model Routing Batch Processing OCR & Vision Models Multi-Agent Systems

Platforms & Stack

Python JavaScript / TypeScript Postgres / pgvector MCP Servers LangChain Clio Salesforce Microsoft 365 Google Cloud AWS Fly.io / Vercel

Let's talk

Have a document collection your team searches by hand, or an AI bill that keeps growing? Tell us about it. We'll scope the work, tell you what's realistic, and give you a quote. Email admin@legaltext.ai