Which legal practice management software do AI answer engines actually recommend?

When an SMB buyer asks an AI assistant which legal practice management software to buy, a shortlist comes back. We asked 44 different phrasings of that question across 2 engines, 88 answers in total, and counted every product named. This is the result. Nobody paid to be on it, and no vendor list was written in advance — the 60 vendors below are simply everyone the engines named.

Run 3 August 2026 Questions 44 Answers 88 Vendors named 60 Top-10 repeatability 9/10

Free to read, raw data included.

Is one of these legal practice management platforms yours?

The board is re-measured every month. For $9.99 a month you get one email when your own row moves — your rank and answer count, who took the mentions you were absent from, and which of the 44 questions started or stopped naming you. Leave your address and I reply by hand with what your row reads today. What is in it, and the $29.99 one-off report →

Nothing is charged and nothing starts — I reply by email. Your address is used to answer you and to set up billing; it does not go on a list.

Two conditions on every number below

These 44 questions are one family of phrasings — legal practice management software — and every number below is conditional on them. A differently worded family about the same products — a different size of buyer, a different budget, a different constraint — is a different measurement and can come back naming a different set of products. All 44 questions are printed in full below, so you can see exactly what was asked before you read what came back. We have measured how big that can get, on two of our own boards: SuiteCRM is named in 83 of the 132 answers on /c/crmctx/ and in none of the 132 on /c/crm/ — same products, same day, same extraction, asked differently.
The engine columns below are not one instrument. Perplexity (sonar) searches the web while it answers and returned the sources used beside every one of those 44 answers — that column is what gets retrieved. Gemini (gemini-flash-latest) was called through its API with no tools and the near-empty system prompt quoted in the method below, so it answers out of the model’s own weights — not one of those 44 answers came back with a source. That column is what the model already remembers. Both are worth counting and they are not the same measurement: a product can be named often by what the models remember and rarely by what they retrieve, or the reverse, and the totals in the Answers column add the two together.

The leaderboard

“Answers” is how many of the 88 answers named that product. Share is the same number as a percentage. The two right-hand columns split it by engine. Every row has its own link — the # beside a vendor name gives you something like connexion.me/c/lpm/#mycase. Click a vendor's name to see which of the 44 questions named them, and click one of those to read the answer it was counted from, word for word.

#VendorAnswers ShareGeminiPerplexity
1MyCase#7383.0%3637
2Clio#6978.4%3831
3Clio Manage#6776.1%3928
4PracticePanther#4146.6%1625
5Smokeball#4045.5%2812
6CosmoLex#2831.8%208
7Filevine#1517.0%69
8CARET Legal#
Named together with Zola Suite in 3 of the 13 answers that name either. Gemini’s answer to question 17 writes the two as one product renamed: “CARET Legal (formerly Zola Suite)”. Counted as separate rows — how names are counted.
1314.8%49
9LeanLaw#910.2%45
10Actionstep#78.0%52
11Casepeer#78.0%43
12CaseFox#55.7%14
13Rocket Matter#55.7%05
14LEAP#44.5%04
15Zola Suite#
Named together with CARET Legal in 3 of the 13 answers that name either. Gemini’s answer to question 17 writes the two as one product renamed: “CARET Legal (formerly Zola Suite)”. Counted as separate rows — how names are counted.
33.4%21
16Best Case#22.3%11
17CloudLex#22.3%11
18Docketwise#22.3%11
19LegalServer#22.3%11
20Litify#22.3%02
21ProLaw#22.3%20
22Soluno#22.3%11
23Tabs3#22.3%02
24AbacusLaw#11.1%10
25Aderant#11.1%01
26Agiled#11.1%01
27Alt Legal#11.1%10
28Amberlo#11.1%01
29Anaqua#11.1%10
30AppColl#11.1%10
31Brightflag#11.1%01
32CampLegal#11.1%10
33CaseFleet#11.1%01
34Centerbase#11.1%10
35CounselPro (AAEPA)#11.1%01
36Daylite#11.1%10
37eimmigration#11.1%01
38Equinox#11.1%10
39FoundationIP#11.1%01
40Inprotech#11.1%01
41Inprotech Go#11.1%01
42INSZoom#11.1%10
43Intapp#11.1%01
44inTrial Manage#11.1%01
45Jubilee#11.1%10
46Jubilee Pro#11.1%01
47Legal Files#11.1%10
48LollyLaw#11.1%10
49Matter365#11.1%10
50MerusCase#11.1%10
51NextChapter#11.1%10
52Patrawin#11.1%01
53Qualia#11.1%10
54SoftPro#11.1%10
55TeamConnect#11.1%01
56Thomson Reuters#11.1%01
57Thomson Reuters practice-management stack#11.1%01
58TimeMatters#11.1%10
59TrustBooks#11.1%01
60TyMetrix 360#11.1%01

What is free, and what is for sale

Everything above is free and stays free — the leaderboard, the method, all 88 raw answers and the machine-readable ranking, published in full at the bottom of this page. No vendor paid to be listed, no vendor can pay to move, and nothing here goes behind a login later.

What is for sale is one vendor's row, watched: $9.99 a month to be told when your rank moves, who took your mentions, and which phrasings started or stopped naming you — the board is re-run monthly and you get what changed. A one-off $29.99 deep report on a single row is the other option. What is in each →

Method

Every claim on this page is reproducible from the files linked at the bottom.

The engines

Gemini (gemini-flash-latest), Perplexity (sonar). Each was called through its public API with a near-empty system prompt — “answer the user's question directly and concisely” — and nothing else. The engines were not asked to produce a list, rank anything, or name vendors. Steering them toward a list would have manufactured the thing being measured.

The questions

44 distinct phrasings of one purchase decision, written before any measurement was run. No vendor name appears in any of them.

These 44 questions are one phrasing family, not every way this market gets asked about. The family is legal practice management software — that is the wording they were written from, and it is counted back against them here: 24 of them contain “legal”; 28 of them contain “practice”; 36 of them contain “management”; 34 of them contain “software”, and all 44 of them contain at least one. A different family about the same products — a different size of buyer, a different budget, a different constraint, different words — is a different measurement, and it can come back naming a different set of vendors. This board is this family, measured. It is not the whole market.
  1. What is the best legal practice management software for a solo attorney?
  2. Best law firm case management software for small law firms
  3. We are a 5-lawyer personal injury firm moving away from spreadsheets. What legal practice management software should we buy?
  4. Recommend legal practice management software for a boutique family law practice.
  5. affordable law firm management software for small firms
  6. What case management software do small law firms actually use?
  7. What is the top-rated legal practice management platform for criminal defense attorneys?
  8. Best cloud-based legal practice management software with trust accounting features
  9. What software should a 10-person law firm buy to manage cases, time tracking, and client billing?
  10. Recommend legal case management software for an estate planning practice.
  11. Best legal practice management tools for immigration law firms
  12. We are starting a new law firm with 3 partners. Which legal practice management system should we choose?
  13. What is the best legal practice management software with built-in client portals and e-signatures?
  14. best legal case management software for solo practitioners
  15. What practice management software is best for civil litigation law firms?
  16. We need law firm software that handles trust accounting and compliance seamlessly. What are the best options?
  17. Which legal case management platforms integrate best with law firm accounting?
  18. What is the most user-friendly legal practice management software for older attorneys?
  19. top cloud legal case management systems for small to mid-size law firms
  20. What law practice management software offers the best mobile app for court appearance tracking?
  21. Best practice management system for real estate law firms
  22. We are a 15-lawyer firm struggling with document organization and billing. What software should we implement?
  23. Recommend legal practice management software that automates legal document drafting and deadline tracking.
  24. affordable case management software for boutique litigation firms
  25. What legal practice management platform do virtual law firms prefer?
  26. What is the best law firm software for managing client retainer accounts and trust ledgers?
  27. Best practice management software for intellectual property attorneys
  28. What legal case management software is best for high-volume consumer bankruptcy practices?
  29. We need to replace our legacy on-premise law firm software with a modern cloud practice management tool. What should we buy?
  30. What software do criminal defense lawyers use to manage court dates and client files?
  31. Best legal practice management software with robust time tracking and invoicing
  32. Recommend legal practice management tools that include online payment processing for law firms.
  33. What is the best software for managing a multi-specialty mid-sized law firm?
  34. best legal management software for employment law practice
  35. We are a boutique corporate law firm. What case and practice management platform should we buy?
  36. Which legal practice management platforms offer automated court rules and docketing reminders?
  37. What software should a solo family law attorney use for client communication and case files?
  38. Best legal practice management software for macOS and Mac-based law offices
  39. Recommend legal practice management software with strong conflict checking capabilities.
  40. What is the best legal practice management software for fixed-fee and flat-rate legal billing?
  41. What software do small personal injury practices use for intake tracking and medical records tracking?
  42. best all-in-one law firm management software for growing practices
  43. We have 8 lawyers and need a unified system for billing, calendars, and matter management. What software should we buy?
  44. Recommend legal case management software for a non-profit legal aid organization.

How the vendor list was built

Each of the 88 answers was read back and every named product extracted. The vendor list is discovered: a product appears here if and only if an engine named it. Counted are legal practice management software, legal case management systems, law firm management platforms, and broader legal suites whose practice management module was named. Excluded, even when named: legal research databases, standalone document management systems (DMS), e-discovery platforms, contract lifecycle management (CLM) tools, standalone legal CRM and intake software, standalone docketing tools, generic accounting software, standalone time-tracking apps, e-signature tools, generic project management tools, and law firms named only as an example user.

Spelling variants of one product are folded together, and a trailing “by company” is dropped. This run collapsed 15 spellings onto 6 of the rows below: “Clio”, “Clio (Clio Manage)” and “Clio (Clio Manage + Complete)” are one row — the one the table prints as Clio. An edition name is folded into its product when it is that product’s name followed by a further word, and the plain name is at least three times as common. This run folded 5 such names, among them “Clio Grow” counts as Clio and “Clio Manage / Clio accounting” counts as Clio Manage. A name that merely begins with the same letters is a different product and keeps its own row. No pair was merged by hand in this category: every fold above is the rule applied mechanically, with no human judgement about who is who.

Beyond those folds a product is counted as the engines spelled it, and two rows in the table are never merged into one. When a product has been renamed or acquired and the engines still answer with both names, both names keep their own row: this page carries no hand-maintained list of who is now who, because that list would be a human claim about a mechanical count and nothing here could check it. What it has instead is the answers. Where an answer itself writes two of the rows below as one product renamed — the construction “X (formerly Y)” — the line beside those rows quotes that sentence and gives the overlap and the total, so the union is on the page. Nothing else produces that line. Two rows being named in the same answers does not, however often: the engines answer in shortlists, so the leaders of a category are named together whatever they are called. One pair of rows below carries that line in this run: CARET Legal and Zola Suite. What each one quotes is what an engine wrote, not a judgement of ours about who owns what.

A product is counted once per answer, however many times that answer mentions it.

Is this stable, or is it noise?

The entire run was repeated a second time, same 44 questions, same engines, independent calls. The top ten came back 9/10 identical. What moved: LeanLaw (9 in run A) dropped out of run B's ten and CasePeer (10 in run B) took that place. by position, Filevine was 7 in run A and 8 in run B; CARET Legal was 8 in run A and 7 in run B; Actionstep was 10 in run A and 9 in run B. Run B named 59 vendors over 88 answers against run A's 60. The tail moves; the head does not.

A leaderboard whose top ten reshuffles between runs would not be worth publishing, so this check was run before the page was, and the page ships only because it passed.

What this is not

This measures what two answer engines said on 3 August 2026, in response to these questions, through their APIs. It is not a quality ranking, not a review, and not advice on which legal practice management software to buy. A product can be excellent and rank low here — that gap is the point.

The raw data

All 88 answers, verbatim, one JSON object per line: run A · run B. The per-answer extracted product names: run A · run B. Machine-readable ranking: ranking.json.

What Perplexity was reading. It is the only one of these engines that returns a source list, and the markers in its answers above — [1], [2] — point into it. Every URL it cited, with the title, date and the excerpt it actually retrieved, one JSON object per answer: run A · run B. Join on index to the answers file, and read [n] as citations[n-1]. Perplexity returned a source list on 44 of its 44 answers. Gemini returned no sources at all — no citation, grounding or search-result field of any kind appears anywhere in its API response, on any of the 44 answers it gave. That is a fact about the engine, not a gap in this page.

The sources behind the answers

Run A's 44 Perplexity answers cited 836 URLs across 183 distinct domains. Below are the 56 that were cited in three or more separate answers. Citations counts every URL from that domain, so a domain cited three times in one answer counts three times; Answers is how many of the 44 answers cited it at all.

DomainCitationsAnswers
reddit.com9043
clio.com4436
mycase.com3630
wifitalents.com3027
lawyerist.com2828
youtube.com2523
learn.g2.com2422
gitnux.org2319
legalsoft.com2222
capterra.com2121
caretlegal.com1717
g2.com1716
softwarefinder.com1616
getapp.com1515
leanlaw.co1513
lawrank.com1313
directory.lawnext.com1312
practicepanther.com1311
quickbase.com1111
softwareadvice.com1111
gartner.com1010
thelegalpractice.com1010
uptimelegal.com99
zipdo.co99
worldmetrics.org98
floridabar.org88
sourceforge.net88
lawpay.com87
rankings.io77
rev.com77
tabs3.com77
smokeball.com76
legal.thomsonreuters.com66
expertity.com55
growlaw.co55
lawmatics.com55
leaplegalsoftware.com55
surepoint.com55
technibble.com55
us.fitgap.com55
agiled.app44
caeluslaw.net44
consultwebs.com44
f6s.com44
hona.com44
ustechautomations.com43
accountingseed.com33
americanbar.org33
cosmolex.com33
counselcpas.com33
filevine.com33
legalgps.com33
litify.com33
simplelaw.com33
tavrn.ai33
truereview.co33

A domain missing from this table was cited in fewer than three answers, or was never cited at all — the run A file linked above is the complete list either way, and it is the only way to tell those two apart. Cited is not endorsed: a page the engine retrieved is not a page that recommended anyone, and this counts what was read, not what it said.

The answer a vendor panel shows you is read straight out of the run A file linked above — the page fetches the one line it needs and displays it unaltered, so what you read there and what you get by downloading the file are the same bytes.

What one line of each file holds, and the terms you may re-use them under — the raw answers may be re-used in any medium, commercially and inside open-source software, with attribution.