Reference: Litigation Research

Semantic docket search

Search dockets and filings by fact pattern, argument type, judge, or attorney, not just keywords. Here is what semantic docket search is, which courts OurFirm.ai covers, and how it compares to the other docket tools litigators use.

Book a Demo

Parlatore Law Group · Sher Tremonte · Bruno Law · and more

Semantic docket search finds court filings by meaning, not exact keywords, so you search the way you think about a case.

At a glance

Search by fact pattern, argument type, judge, or attorney
Covers PACER (federal, nationwide) and NYSCEF (New York)
Results flow straight into drafting and citation verification

Updated July 2026

Definition

Keyword finds words. Semantic finds meaning.

The question you actually haveWhere has this judge denied a motion to compel for a deficient meet-and-confer?

Keyword search

Matches the words you type

Order denying motion to compel; meet-and-confer inadequate
Match
Discovery dispute; parties failed to confer in good faith
Not found
Sanctions imposed for skipping the discovery conference
Not found
Motion to compel granted; conferral was adequate
Match

Two of four filings. It misses the ones argued in different words, and still returns a filing that used your terms but came out the other way.

Semantic search

Matches meaning

Order denying motion to compel; meet-and-confer inadequate
On point· Argument type
Discovery dispute; parties failed to confer in good faith
On point· Same issue, different words
Sanctions imposed for skipping the discovery conference
On point· Fact pattern
Motion to compel granted; conferral was adequate
Set aside· Granted, not denied

Every on-point filing. It finds the same issue in different words and sets aside the one that was granted, not denied.

How OurFirm.ai does it

OurFirm.ai turns every filing into an embedding, a mathematical representation of its meaning rather than its words. Your question becomes the same representation, so filings that argue the same point in different words are still found.

Why it matters

The filing that decides your motion is the one you never found.

Keyword search only returns the filings that happen to use your words. The order that controls your motion may describe the same issue in language you would never think to search, and it stays invisible. You do not know what you missed, only that you spent the afternoon running permutations.

Semantic search closes that gap. Because OurFirm.ai indexes every filing by meaning, an on-point order surfaces even when its wording is nothing like your query, so your research rests on what the court actually did, not on the keywords you happened to guess.

Coverage

What OurFirm.ai covers today

Docket coverage is expanding court by court. We tell you exactly what we have for your court before you rely on it.

Court system	Source	Status
Federal district and appellate courts	PACER, direct pull	Available now, updated daily
New York state courts	NYSCEF	Complete
California state courts	State docket sources	In progress
Florida state courts	State docket sources	In progress
Texas state courts	State docket sources	In progress
Illinois state courts	State docket sources	In progress
Other state courts	Added by demand	Ask about your court

Coverage reflects the platform as of the date shown and is expanding. Federal PACER coverage is nationwide; state coverage is rolling out court by court, starting with New York. Ask us what we have for your jurisdiction before you rely on it.

What you can search by

Ask the question, not the keyword.

Fact pattern

Describe the facts of your matter and surface filings from cases that turned on similar facts, even when the language is different.

Argument type

Find how a specific argument or motion type has been briefed and decided, so you can see what has worked before this court.

Judge

Pull the filings in front of a specific judge to see how motions like yours were argued and how the judge responded.

Attorney or firm

Track how a particular attorney or firm litigates, from the arguments they favor to the motions they file.

The landscape

How docket tools compare

Most docket products are search-and-alert layers over a database. OurFirm.ai owns its docket and caselaw data and searches it semantically, then feeds the results into drafting and citation verification.

Tool	What it is	Search approach
OurFirm.ai	Litigation platform with owned docket and caselaw data	Semantic search by fact pattern, argument, judge, or attorney, wired into drafting and cite-check
LexisNexis CourtLink	Docket research and alerts within LexisNexis	Keyword and field search with docket tracking
Bloomberg Law Dockets	Docket search and alerts in Bloomberg Law	Keyword and field search across dockets and filings
UniCourt	Legal data and docket provider with an API	Structured docket data and analytics via search and API
Docket Alarm	Docket search, alerts, and analytics	Keyword search across PACER and state dockets with alerting
CourtListener	Free dockets and opinions from the Free Law Project (RECAP)	Keyword and semantic search over a public archive

Descriptions are general summaries of each tool's public positioning, not exhaustive feature lists, and were reviewed before publication. Product capabilities change; confirm current details with each vendor.

How it works

From a question to the filing that answers it.

Ask in plain English
Describe the fact pattern, argument, judge, or attorney you are researching, the way you would explain it to a colleague.
Search meaning, not keywords
The platform searches its own docket and caselaw data semantically, so on-point filings surface even when their wording differs from your query.
Review the matching filings
See the motions, briefs, and orders that match, with the context you need to judge relevance quickly.
Carry it into drafting and verification
Move from research straight into a draft grounded in what you found, with every authority run through citation verification before you file.

FAQ

Common questions.

What is semantic docket search?

Semantic docket search finds court filings by meaning instead of exact keywords. You can search by fact pattern, argument type, judge, or attorney and surface on-point motions and briefs even when their wording differs from your query. OurFirm.ai runs it across its own docket and caselaw data.

Which courts and dockets does OurFirm.ai cover?

OurFirm.ai pulls federal dockets directly from PACER nationwide and covers New York state courts through NYSCEF, which is complete. California, Florida, Texas, and Illinois are in progress, and other states are added by demand. Ask us what we have for your court before you rely on it.

How is this different from Westlaw or Lexis docket search?

Westlaw and Lexis are strong keyword and field docket tools. OurFirm.ai searches its own docket and caselaw data by meaning, so you can query by fact pattern or argument type, and the results flow directly into drafting and citation verification rather than staying in a separate research tool.

Is the docket data updated?

Yes. The PACER database is updated daily, and coverage expands as new courts are added. Because OurFirm.ai owns and maintains the data rather than renting a third-party database, search and drafting stay grounded in current filings.

Can I search by judge or by opposing counsel?

Yes. You can search the filings in front of a specific judge to see how motions like yours were argued and decided, and you can track how a particular attorney or firm litigates. Judge behavioral profiles are covered in more depth on the Judge Intelligence page.

Keep reading

See semantic docket search on your own matter.

Book a 30-minute walkthrough and we will show you a search on a court and fact pattern from your practice.