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ML.ai
ML.ai · US-based
ML.
Researched with AIData refreshed 3 hours ago1 sourcesUpdated 1 time this year
Data refreshed 3 hours ago1 sources
Coding
ML.
Researched with AIData refreshed 3 hours ago1 sourcesUpdated 1 time this year
Data refreshed 3 hours ago1 sources
Coding
Starting price
—
Best for
Coding
Free trial
✕ No free tier
Explore options
See how ML.ai compares
ML.ai is a practical fit for buyers evaluating Coding tools.
- Who is it for?
- Engineering leads who need several bug fixes worked on at once, because each job runs in its own sandbox and returns a reviewable diff
- Pricing
- paid · View pricing
- Alternatives
- Cursor,Codeium,Github Copilot
Product information
What this product does
ML.ai reads your repo, routes each step of a task to the model that fits it, and shows you the diff before anything changes. Nothing writes to disk until you Allow.
Sourced from ml.ai
Works With
Platforms
- Web
- Mac
Company & Maker
Who built ML.ai?
- Company
- Aiquire (theresanaiforthat.com)
- Product
- ML.ai reads your repo, routes each step of a task to the model that fits it, and shows you the diff before anything changes. Nothing writes to disk until you Allow.
- HQ
- US
- Live since
- Oct 2026
- Makers
- Inference Marketing
from There's An AI For ThatPublisher
Inference Marketing@inference-marketing
See It In Action
Does ML.ai have a demo?
Yes — watch the walkthrough below.
Researched with AI · Data refreshed 3 hours ago · How we score
Full Report Access
Unlock the verified intelligence before you decide
ML.ai is a coding agent that takes a task or issue, reproduces the bug, edits code, runs checks and opens a pull request, with each job in its own sandbox. Developers and engineering teams use it from a macOS app, VS Code or JetBrains extensions, or a CLI.
Who should use
Buyer-fit is derived from approved personas and use-case evidence. Search-volume noise stays labeled separately.
Best-fit workflows
- Coding
- Fixes a duplicate-charge bug and opens a pull request with test and lint results attached
- Triages a flaky CI run and returns a diff for human review
- Runs a scheduled dependency audit across a project
- Migrates an API while keeping a stated public interface intact
- Writes unit tests for an untested module and reports the results
Inferred from public dataView source →
Minutes: sign in and start a first task, with no waitlistDeveloper requiredSoloSmall teamMid-marketEnterprise
Pricing reality
Vendor stated
Per-seat pricing with Infinite (2 parallel jobs), Infinite Pro (6) and Infinite Max (20) plans at a founder price locked for 12 months, plus a Team & Enterprise option.
Actual cost
Seat prices are not shown on the homepage, so cost depends on the plan and seat count agreed at sign-in.
Hidden costs
3 hidden cost warnings — unlock to view
Migration effort from 3 platforms analyzed
Pricing reality
Last updated Oct 2026
Starting price
--
Mindber only shows named plan cards when they come from linked pricing evidence. If the tier data is incomplete, this page falls back to the listed starting price instead of fabricating plan names or $0 tiers.
General buyer tips
Common across software subscriptions, not findings about this product.
Auto-renewal is often on by default and refunds are narrow.
Beta, Linux, or recovery edge cases often ship without SLA coverage.
Team and business tiers usually move to sales-led quoting.
One-time or lifetime offers tend to disappear at version boundaries.
True cost for your case
LIVE ESTIMATEEstimated spend
--Starting price has not been verified from a linked pricing source yet.
Prices change often — confirm on the vendor's site before you buy.
Compare this product in-line
Start with a suggested alternative or type another tool to jump into a side-by-side comparison.
Engagement signals (30d)
Based on 6 linked public signals.
Mindber Activity Score™
Score locked
HOW THIS TOOL SCORES
Scores compare this tool with similar tools similar tools in Coding. Use it to judge Innovation and Capability before you shortlist.
Updated Oct 30, 2026
Innovation Index™
Is it new, different, and easy to understand?
6.8/10
Is this idea actually new?6.0/10
Does it stand out from similar tools?6.0/10
Can buyers understand it quickly?8.0/10
Medium confidence (60%) - some sub-scores have thin evidence.What this means →
Functionality Score™
Does it cover the jobs buyers expect, and can it keep up?
6.3/10
Does it cover the core jobs?5.0/10
Will it fit into your stack?5.0/10
Can users trust it to stay usable?5.2/10
Are the main features deep enough?8.0/10
Low confidence (30%) - some sub-scores have thin evidence.What this means →
Category baseline: Coding
Data sources
Homepage load: 2.7s
Traffic & search proof
Public view keeps the ratio story. Paid view unlocks exact monthly visits, full region coverage, and CPC-level keyword intelligence.
Google Trends live interest
Live Google Trends data for ML.ai: interest over time, regions, topics, and related queries.
Tracks 12-month Google search interest on a 0-100 relative interest scale.
Includes regional demand, so readers can see where search interest is strongest.
Includes related topics and related queries to surface adjacent demand and search intent.
FAQ
Only linked Q and A rows are shown. Empty FAQ data stays hidden.
Social mentions
Only linked public mention evidence is shown here.
12 linked
Showing top 3 of 12 linked mentions.
Sources and methodology
Only evidence with a linked source record or explicit feature provenance is shown here. Data without provenance stays off the page.
COMMUNITY CREDITS
Have you used ML.ai? Earn credits.
Verified contributions help the page stay honest. The wider member action set still lives in your dashboard so the public page stays focused on the two highest-signal workflows.
Write a verified review (200+ words) → earn 1 credit
Share the setup context, what worked, and what broke. Mindber rewards specific, evidence-backed reviews instead of one-line praise.
Write verified reviewSpot incorrect data? Submit a correction → earn 1 credit
Flag stale pricing, wrong traffic signals, or broken links and the editorial team will re-verify the record.
Submit correctionMaker access, comments, ratings, and verification requests remain available inyour dashboard.
Community audits
Member opinion — not a Mindber assessment
Be the first to audit ML.ai
No member audits yet. Rate it from 1 to 5 and share what worked and what didn't.
About this data: Activity signals are aggregated from public sources. Intelligence cards are AI-generated from public sources; only the Fit, Concerns and Who-not-for sections are approved by a Mindber editor before publication. Scores reflect public update frequency only — not product quality, company health, or investment suitability. Data may lag by up to 7 days. Learn more