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AnythingLLM alternative for firms with many users and strict access rules.
AnythingLLM puts local models, document chat and agents in one free, MIT-licensed app. It shines on a single desktop. For a firm of 50 with matter-level permissions and an audit trail to keep, the multi-user version needs a server you run, and its roles are broad. Here is a fair look at both.
The short answer
AnythingLLM is an MIT-licensed app from Mintplex Labs for chatting with documents, running agents and using local or cloud models. Multi-user mode needs the self-hosted Docker version, with three roles: admin, manager and default.
Locul is a managed private workspace for firms, on dedicated servers in the UK, the EU or your building, where answers follow the permissions already on your files and every question is logged.
Credit where it is due
Where AnythingLLM shines.
AnythingLLM is generous: a lot of capability, an MIT licence and no branding strings attached.
- MIT licence, free to use and self-host
- A built-in engine for local models, plus many cloud providers
- Document chat with citations, and a choice of vector databases
- Agents, a no-code agent builder and MCP support
- Event logs for logins, messages, settings changes and uploads
Signs you have outgrown it
When a team needs more than AnythingLLM.
These are the points where a growing firm usually starts looking around.
Permissions are broader than your files
Three roles and workspace membership do not map neatly to matter- or department-level access on your drives.
Multi-user means running a server
Multi-user mode is Docker only. Someone has to host, update and back it up.
Scheduled jobs stop at one user
Scheduled jobs are documented as single-user mode only, so a multi-user team cannot use them.
Sign-off before sending
We found no approval step for emails or messages the AI drafts.
Side by side
AnythingLLM vs Locul for a 20 to 150 person firm.
Checked against AnythingLLM's own website and documentation in October 2026. Products change quickly, so check anything that matters to you on their site too.
| AnythingLLM | Locul | |
|---|---|---|
| Multi-user | Docker version only, three roles | Built for the whole firm |
| Who hosts and patches it | You | A certified partner or Locul |
| Permissions | Per workspace, by role | Answers follow the permissions already on your files |
| Sign-in | SSO not confirmed in official docs | Single sign-on available |
| Audit | Event logs: logins, messages, settings, uploads | Every question, answer and file used |
| Scheduled work | Single-user mode only | Bots with schedules, for the whole team |
| Approval before anything leaves | Not found | Every email or post a bot drafts waits for a person |
| Telemetry | On by default (no chat content), can be switched off | Chats and files never leave your deployment |
Fair summary: AnythingLLM gives you more for free and is excellent on one machine. Locul is built for many users with fine-grained access and a full record, and is run for you.
The difference in one question
A shared brain knows which file is the live one.
A desktop AI app only knows the files on one person's laptop. A team workspace knows the shared folders, who may open them, and what happened to each version.
Jonas, Sales, Hamburg office
kurze Frage, which version of the Halvorsen framework agreement is the live one?? Lena says v7 but the folder has v7_final, v7_final_FINAL and 'v8 DRAFT do not send'. Customer wants the liability cap clause by 3pm their time, so 2pm ours.
The live one is v7_final_FINAL, signed 2 September 2026. v7_final was replaced the same day after Halvorsen's legal team changed the payment terms in clause 9. 'v8 DRAFT' is a proposal from Lena from October and has not been agreed.
The liability cap is clause 14.2: 150% of the fees paid in the previous 12 months, excluding data protection claims, which are uncapped.
v7_final_FINAL.pdf (signed)Email, M. Berg, 2 SeptLena's note, 14 Oct
An example. The company, customer and people are invented.
Other AnythingLLM alternatives
Not every team needs Locul.
If you are one person, or you have an engineer who wants to run it, one of these may suit you better.
LibreChat
MIT-licensed multi-user chat, popular with developers.
Msty
A polished personal app with a teams tier. See our Msty comparison.
Our honest take
Brilliant on a desk. Check the roles before you scale it.
If AnythingLLM works for you on your own computer, keep it. Before you roll it out to a firm, map your access rules onto its three roles and ask who will run the Docker server. If that mapping does not fit, or nobody should be running servers, that is where Locul comes in.
The Office AI Benchmark
We test open models on real office work: messy emails, spreadsheets with broken formulas, forwarded chains with the ask buried in paragraph four. See how close they get to the big cloud models.
AnythingLLM alternative questions
Asked by teams before they switch.
Is AnythingLLM safe?
The app is open source under MIT, and local mode keeps documents on your machine. Telemetry is on by default without chat content, and can be switched off. For a firm, safety depends on how the multi-user server is hosted and secured.
Does AnythingLLM support multiple users?
Yes, in the self-hosted Docker version, with admin, manager and default roles. The desktop app is single-user.
Is AnythingLLM free for business?
Yes, the software is MIT-licensed, including self-hosting it for a team. Hosting, hardware and upkeep are your costs.
What is a good AnythingLLM alternative for a law or accounting firm?
One where answers follow the permissions on your files, every question is logged and nothing is sent without approval. Locul is built for that, on servers in the UK, the EU or your office.
Keep comparing
Other tools teams move from.
Next step
See Locul doing your team's real work.
One call. We set up a demo on files like yours, so you can compare it with AnythingLLM side by side.
- One shared workspace for the whole firm
- Runs in the UK, the EU or your building
- Set up and kept running for you