Which AI tool should I use?

39 AI tools across 10 jobs, ranked by how useful they really are. Every link goes to the official site. Updated weekly by Milo.

Rankings by use case

How we rank (ranking v1, updated Nov 15, 2026)

Ranks are Milo's editorial judgment (v1, Nov 15, 2026), based on each tool's official documentation, product pages and public pricing pages, all checked on that date. Each tool is scored on four questions: (1) Does it finish the job end to end for a non-expert? (2) How good and reliable is the result? (3) How cheap is it to get started? (4) How mature and widely used is it? Hands-on tests and reader reports will be added weekly, and ranks will move when they show something new. Sponsors cannot buy or change a rank. Pricing tier is shown only when we confirmed it on the tool's official pricing page; 'freemium' means a free plan plus paid plans, 'paid' means no free plan (a trial or starter credits may exist).

Best AI tools to fix and build apps

Tools that read your code, explain what broke and fix it, or build an app from a prompt.

  1. #1
    Cursor ↗ Free plan + paid

    Best for: An AI code editor for fixing and changing an existing codebase with an agent that edits many files at once.

  2. #2
    Claude Code ↗

    Best for: A terminal coding agent for debugging from an error log and making multi-step fixes in a real repo.

  3. #3
    GitHub Copilot ↗ Free plan + paid

    Best for: Inline suggestions and a coding agent inside GitHub and popular editors, for teams already on GitHub.

  4. #4
    Lovable ↗ Free plan + paid

    Best for: Non-coders building and iterating on a full web app from chat.

  5. #5
    Bolt ↗ Free plan + paid

    Best for: Spinning up a working full-stack prototype in the browser in minutes.

Full ranking & method →

Best AI tools to check if an app is safe to launch

Find exposed API keys, open databases and vulnerable code before your users do.

  1. #1
    GitGuardian ↗ Free plan + paid

    Best for: Catching secrets and API keys committed to your Git repos, with alerts.

  2. #2
    TruffleHog ↗ Free

    Best for: An open-source scanner that finds and verifies leaked credentials in repos, files and buckets.

  3. #3
    Semgrep ↗ Free plan + paid

    Best for: Static analysis that flags insecure code patterns, dependencies and secrets.

  4. #4
    Snyk ↗ Free plan + paid

    Best for: Finding vulnerable open-source dependencies and getting fix pull requests.

  5. #5
    Supabase Security Advisor ↗

    Best for: Checking a Supabase project for tables without Row Level Security and other risky settings.

Full ranking & method →

Best AI tools to research a topic

Agents that search, read and summarize sources so you get cited answers instead of ten tabs.

  1. #1
    Perplexity ↗ Free plan + paid

    Best for: Fast web answers with citations, plus deeper multi-step research.

  2. #2
    ChatGPT ↗ Free plan + paid

    Best for: Long research reports across many sources with a general-purpose assistant.

  3. #3
    Gemini Notebook ↗

    Best for: Asking questions across your own documents and sources and turning them into summaries.

  4. #4
    Elicit ↗ Free plan + paid

    Best for: Searching and extracting data from academic papers and systematic reviews.

Full ranking & method →

Best AI tools to find sales leads

Find the right companies and people, enrich them, and reach out at scale.

  1. #1
    Apollo ↗ Free plan + paid

    Best for: An all-in-one contact database plus sequences for finding and emailing leads.

  2. #2
    Clay ↗ Free plan + paid

    Best for: Building custom lead lists by combining many data sources with AI research steps.

  3. #3
    Instantly ↗ Paid

    Best for: Sending cold email campaigns at volume with inbox warm-up and deliverability tools.

Full ranking & method →

Best AI tools to turn videos into shorts

Turn long videos or gameplay into captioned vertical clips for TikTok, Reels and Shorts.

  1. #1
    OpusClip ↗

    Best for: Automatically finding the best moments in a long video and cutting them into captioned shorts.

  2. #2
    CapCut ↗ Free plan + paid

    Best for: Hands-on editing with auto captions, templates and effects for short-form video.

  3. #3
    Descript ↗ Free plan + paid

    Best for: Editing video by editing the transcript, with an AI co-editor.

  4. #4
    Submagic ↗

    Best for: Eye-catching animated captions and quick edits for shorts.

Full ranking & method →

Best AI tools to automate tasks on websites

Agents that click, type and fill forms on websites for you.

  1. #1
    ChatGPT (agent mode) ↗

    Best for: Handing off multi-step web tasks like research, shopping or forms from inside ChatGPT.

  2. #2
    Perplexity Comet ↗

    Best for: A full web browser with a built-in assistant that can act on the pages you have open.

  3. #3
    Claude in Chrome ↗

    Best for: A Chrome extension that lets Claude navigate and take actions in your browser.

  4. #4
    Browser Use ↗ Free plan + paid

    Best for: Developers building their own web agents: open-source library plus paid cloud browsers.

Full ranking & method →

Best AI tools to automate workflows

Connect your apps and build agents that run workflows on their own.

  1. #1
    n8n ↗

    Best for: Technical users who want flexible, self-hostable workflows with AI agent steps.

  2. #2
    Zapier ↗ Free plan + paid

    Best for: The easiest way to connect thousands of apps, now with AI agents.

  3. #3
    Make ↗ Free plan + paid

    Best for: Visual, branching automations with many integrations at a lower cost per step.

  4. #4
    Lindy ↗ Free plan + paid

    Best for: No-code AI assistants for email, meetings and sales follow-ups.

Full ranking & method →

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