Compare

Next to the things you already use.

Mandala overlaps with six kinds of software. Some it works beside, one it means to replace, and none it has fully replaced yet. These pages say what each kind does well, where Mandala differs, where it is behind, and who should choose which.

vs AssistantsAI that acts for you

They have approvals and sandboxes. Mandala adds your business rules under the AI, and a signed record.

OpenClaw · Hermes Agent · Muse · DotsCompare → vs Knowledge managersNotes and second brains

Plain files like Obsidian and Org-mode, structure like Notion. Younger than all of them.

Obsidian · Notion · Logseq · Org-modeCompare → vs Traditional databasesWhere data lives

They store the current row. Karma stores every change and derives the row. No SQL.

PostgreSQL · MySQL · SQLiteCompare → vs Web frameworksKeep the frontend, replace the backend

Your pages stay in Next.js or Astro. Mandala aims to be everything behind them, and says which parts are ready.

Next.js · Astro · Rails · Django · Laravel · ExpressCompare → vs Backend servicesA backend off the shelf

They ship sign-in, SDKs, files and realtime today. Mandala ships rules and signed history, and is behind on the rest.

Supabase · Firebase · Convex · Appwrite · PocketBaseCompare → vs Business suitesRunning the back office

They are broader and easier to start. Mandala is yours, rule-first, with an AI inside the rules.

Odoo · Airtable · NotionCompare →

How we compare

Four rules for these pages.

What they do well comes first

Every page opens with the other products’ strengths, in their own terms.

Checked, with a date

Facts about other products were checked against their own sites, documentation and repositories where we could, and each page carries the date. Where we could only read press coverage, the page says so.

Where Mandala is behind

Each page has a section with that title. It is never empty.

Who should choose the other one

Each page ends with both lists. If the other list sounds like you, choose it.

Found a mistake? Write to [email protected] and we’ll correct it.

In one table

What Mandala is, and isn’t.

Compared with	They are better at	Mandala’s difference
Assistants	Reach, community, zero setup	Business rules under the AI; a signed history; a workspace around it
Knowledge managers	Polish, plugins, phones, teams	Types that check your files; one accomplice across notes and records
Traditional databases	SQL, ecosystem, proven scale	History is the data; rules at the data; nothing separate to run
Web frameworks	Backends that sign users in, take payments and are proven in public	Keep the frontend; one contract instead of six backend layers; audit built in
Backend services	Sign-in, SDKs, files, realtime, today	Business rules, not only access rules; signed history of every change
Business suites	Breadth, accounting, partners, hosting	Yours, on your machine; rule-first; an AI that can’t break the rules