The Problem with Most Research Workflows
Most attorneys research the way they were taught in law school: start with a secondary source to understand the doctrine, then move to Westlaw or LexisNexis for case law, run keyword searches, review results, refine searches, repeat. This workflow was designed for a world without AI — and it shows. It's slow, it misses cases that don't use your keywords, and it front-loads the most tedious work at the expense of time for analysis.
A workflow that integrates AI tools doesn't abandon traditional research — it restructures the sequence to use each tool type where it performs best.
Step 1: Frame the Issue Before You Search (10 minutes)
Before opening any research tool, write out in plain language: what is the precise legal question you're trying to answer? What facts are most important to that question? What outcome are you trying to support or evaluate?
This framing exercise is more valuable than it sounds. Research without a clear question produces unfocused results. The plain-language description of your issue is also exactly what you need for the next step — semantic AI search.
Step 2: AI Semantic Search for Case Discovery (20 minutes)
Use semantic case search (CaseMatchAI or similar) to get a broad map of relevant cases. Input your plain-language issue description and review the top 20-30 results. You're looking for:
- The most factually similar cases — these become your primary precedent candidates
- Cases from your circuit or jurisdiction — these get priority for on-point analysis
- Cases that reveal the key doctrinal divide — where courts split tells you where to focus your analysis
Don't dive deep into any single case yet. You're mapping the landscape.
Step 3: Traditional Database Research for Verification and Expansion (30-45 minutes)
Take the best cases from your AI search into Westlaw or LexisNexis for:
- Citation verification: KeyCite or Shepard's every case you plan to cite. A case with a red flag is disqualifying.
- Citation network: Look at what cites your best cases. If a 2022 case cites your 2015 precedent in a way that limits or distinguishes it, you need to know before you cite it as broad support.
- Statutory and regulatory context: If your issue involves a statute or regulation, pull the full text and any relevant regulatory history from the traditional databases where coverage is comprehensive.
Step 4: Analytics for Argument Calibration (15 minutes)
Before writing, use analytics to calibrate your argument:
- How has your judge ruled on similar motions? Does the data suggest leading with the legal standard or the equities?
- What arguments have succeeded or failed in similar cases before this court?
- Are there outcome patterns that should affect how you frame the relief requested?
Step 5: Write with the Research in Hand
With your case map, verified citations, and argument calibration complete, write the brief or memo. The research is done — now it's analysis and writing. This sequence typically compresses a six to eight hour research project into two to three hours, leaving more time for the work that actually requires attorney judgment.