
StackSpend.app
CloudZero
Finout.io
Langfuse
Optidome is a sovereign AI cost management platform, hosted in France. Connect Microsoft 365 Copilot, GitHub Copilot, OpenAI, Anthropic and more to spot unused licenses, track token spend per team, and see what your AI budget actually delivers.

FriendlyData
Infer SQL queries from plain-text questions and table headers.

Which is more popular?
Based on our record, mlsql seems to be more popular. It has been mentioned 2 times since March 2021.
Website, pricing, platforms and company facts side by side.
|
|
|
|
|---|---|---|
| Website | optidome.app | github.com |
| Company | Startup from France · 2026 | — |
| Listed in |
In their own words, as submitted to SaaSHub.


Optidome connects to the AI tools your teams already use and shows you where the money goes. WHAT IT DOES Unused license detection — find Microsoft 365 Copilot and GitHub Copilot seats nobody has opened in 30, 60 or 90 days Cost per active user — not cost per seat purchased. The gap is usually...
No description of mlsql yet.
What each product offers, as listed by its team.


No features have been listed yet.
An editorial look at what each product does well and who it suits.


No analysis of Optidome.app yet.
Overall verdict
Why this product is good
Recommended for
How often each product is chosen within a category, 0–100% relative to the other.


As answered by people managing Optidome.app and mlsql.
Optidome.app's answer
How would you describe the primary audience of Optidome?
IT and finance leaders at European mid-market companies — typically 200 to 5,000 employees — that deployed AI tools over the past eighteen months and now have to justify the spend.
Two recurring profiles:
Optidome.app's answer
Hosting: Hosted in France on Scaleway Integrations: official REST APIs (Microsoft Graph, GitHub, OpenAI, Anthropic, Mistral...), read-only scopes Proxy on roadmap
Share your experience with using Optidome.app and mlsql. For example, how are they different and which one is better?
Recommendations tracked on public social media and blogs since March 2021.


Tracking Optidome.app since Jul 2026.
I am working on a project that requires me to take user input (as English) and return SQL queries. We will eventually be working with multiple datasets, which is why the valuenet over at https://github.com/paulfitz/mlsql ended up being... Source: over 4 years ago
I found this great resource here: https://github.com/paulfitz/mlsql. Source: almost 5 years ago
When comparing Optidome.app and mlsql, you can also consider the following products.

Cloud and AI cost control: AWS, Azure, GCP, data and AI API spend in one daily view, with budgets, forecasts and anomaly alerts. Read-only setup.
Compare StackSpend.app to Optidome.app or mlsql:


The world’s leading cloud cost optimization platform. Allocate 100% of your cloud spend to identify savings opportunities.
Compare CloudZero to Optidome.app or mlsql:

Finout provides DevOps, FinOps, and Finance a holistic cloud cost management solution that helps reduce spend in minutes without adding code or an agent
Compare Finout.io to Optidome.app or mlsql:

Langfuse is an open-source LLM engineering platform that helps teams collaboratively debug, analyze, and iterate on their LLM applications.
Compare Langfuse to Optidome.app or mlsql: