The Stack

The web-data seat: extracting structured data from websites and watching pages for changes, feeding the rest of the machine.

The evidence-check seat: fast answers from peer-reviewed research, with a consensus meter instead of vibes.

The literature-review seat: searching, screening, and extracting data from academic papers into structured tables.

The budget meeting-memory seat: unlimited recording and transcription at $0, with instant summaries where Otter meters minutes.

The team meeting-intelligence seat: transcription plus conversation analytics and CRM sync, built for sales and client operations.

The source-grounded seat: synthesizing your documents, transcripts, and research into answers that cite themselves.

The botless meeting-notes seat: on-device audio capture that enhances your own rough notes, with nothing joining the call.

The real-time-pulse seat: what's happening on X right now, plus a genuinely cheap fast API tier for high-volume tasks.

The team-knowledge seat: verified internal answers surfaced in Slack/browser, with AI that cites your own sources.

The operating-system seat: where plans, docs, and databases live, with AI that can actually see all of it.

The meeting-memory seat: automatic transcription, summaries, and action items from every call.

The research seat: current-events questions, competitive research, and any claim you need sourced before it ships.

The documentation seat: step-by-step guides with screenshots auto-captured while you work, turning tribal knowledge into an operations manual.

The open-research seat: 200M+ papers with AI summaries, citation graphs, and a free API — scholarly search without paywalled tooling.

The generalist seat: quick answers, brainstorming, voice mode, and the widest plugin/app ecosystem when you need breadth over depth.

The thinking seat: long documents, hard reasoning, code, and anything where the words have to be right the first time.

The cost-floor seat: a genuinely free consumer assistant and the cheapest credible API for volume workloads.

The SEO-content seat: turning a target keyword into a data-backed brief, then scoring your draft against what actually ranks.

The Google-side seat: massive context windows, Deep Research reports, and native reach into Gmail, Docs, and Drive.

The EU-boundary seat: a capable assistant with European data governance, and one of the most generous free tiers running.

The work-decision seat: where a lean team decides what actually ships this cycle, and where AI coding agents get assigned issues like teammates.

The business-scenario seat: 'can we afford this move?' answered with a forecast model instead of a gut feeling — plans, projections, and up to 10 what-if scenarios against your real books.

The Microsoft-side seat: AI woven through the 365 suite, for operations that live in Outlook, Excel, and Teams.

The auto-scheduling seat: tasks, projects, and meetings compressed into a calendar the AI continuously replans.

The product-prioritization seat: customer feedback, support tickets, and sales notes clustered by AI and ranked into a roadmap you can defend.

The prompt-engineering seat: building prompts from testable blocks, comparing outputs across models, and versioning what works.

The on-page-SEO seat: content editor scoring drafts against live SERP data, at agency scale.

The light-workspace seat: task lists, outlines, and mind maps with AI agents woven in — for operators who find Notion heavy.

The ad-creative seat: producing paid-ad variations at volume with conversion scoring to pick the runners.

The professional-production seat: the industry-standard toolchain when client deliverables demand Adobe-grade output.

The rapid-prototype seat: spinning up working web app drafts from a prompt, in minutes, in the browser.

The complex-app seat: multi-user web apps with real business logic, built visually and priced by workload.

The everyday design seat: social graphics, decks, and brand-consistent assets without a designer in the loop.

The vertical-edit seat: cutting, captioning, and shipping 9:16 video at the speed shorts demand.

The hands-on coding seat: an editor where AI agents write, refactor, and navigate the codebase with you.

The in-chat image seat: conversational generation and editing where ChatGPT users already work.

The alternate avatar seat: script-to-presenter video, strong on multilingual output and formal, corporate-style delivery.

The translation seat: business documents and content localized with nuance general assistants still fumble.

The precision-edit seat: text-based editing for podcasts and videos where the words drive the cut.

The delegated-engineering seat: an agent that takes whole tickets — bugfixes, migrations, small features — and returns pull requests. Since June 2026 this also covers the interactive IDE (Devin Desktop, formerly Windsurf) — cloud ticket-work and local agent editing now share one Kanban view under the same brand.

The voice seat: narration, voice cloning for scaled content, and audio versions of written work.

The professional-design seat: interface and product design where teams collaborate, with AI woven through the canvas.

The marketing-site seat: designer-quality websites shipped from a visual canvas, with AI generating wireframes, copy, and translations.

The deck seat: turning an outline into a presentable deck, doc, or one-page site in minutes.

The completion seat: always-on code suggestions in your existing editor, plus agent work metered by AI credits.

The cinematic-generation seat on the Google side: text/image-to-video with synchronized audio, scene-building in Flow.

The proofreading seat: a quality floor under every email, doc, and post, running in the background across every app.

The talking-head seat: avatar videos from script, lip-synced translation, and presence at scale without a camera setup.

The web-presence seat: budget hosting and a fast AI website builder for brochure sites, local businesses, and WordPress projects.

The catalog-content seat: bulk product descriptions, SEO copy, and image tools tuned for ecommerce feeds.

The text-in-image seat: posters, thumbnails, ads, and mockups where words inside the image must be right.

The marketing-team writing seat: on-brand content generation with voice, knowledge, and campaign tooling built for marketing departments.

The value-video seat: strong motion and physics per credit, with entry pricing the Western tools don't match.

The stem-separation seat: extracting clean vocals, instrumentals, and individual instruments from finished audio for edits, remixes, and content.

The volume-image seat: daily-token generation, style consistency, and control features for repeatable asset production.

The instant-identity seat: logo generation plus a full brand kit for businesses that need to look real today.

The vibe-coding seat: full web apps with auth, database, and hosting from conversation, aimed at founders who don't code.

The hero-image seat: thumbnails, brand visuals, and any image where aesthetic quality is the deliverable.

The voiceover-production seat: polished narration with per-word tuning for courses, ads, and explainer videos.

The text-to-visual seat: turning written ideas into editable diagrams, flows, and infographics without design work.

The social-content seat: generating, designing, and scheduling social posts from one dashboard instead of three tools.

The multi-model image seat: one interface over many image models, with character and style consistency for series work.

The repurposing seat: turns long-form video into scored, captioned vertical clips ready for Shorts, Reels, and TikTok.

The rephrasing seat: paraphrasing, summarizing, and tightening existing text, especially for non-native English writers.

The vector seat: SVG logos, icons, and brand illustrations generated in consistent styles, editable in real design tools.

The build-and-ship seat: prototyping internal tools and small apps with an AI agent, hosted the moment they exist.

The generative-video seat: text-to-video, performance capture, and AI-assisted editing for footage you don't have.

The all-in-one content seat: design, short video, copy, and scheduling under one login for lean teams.

The self-hosted image seat: open-weight generation with total control, zero marginal cost, and the largest tuning ecosystem.

The music seat: custom background tracks, intros, and audio branding from a text prompt.

The corporate avatar seat: training, onboarding, and internal comms video at scale, with the compliance posture big companies require.

The compliant-code seat: AI completion for teams whose code cannot touch third-party clouds.

The UI-generation seat: React/Next.js interfaces from prompts and Figma imports, native to the Vercel deploy pipeline.

The professional-site seat: visually designed, CMS-driven marketing sites that ship clean code and scale past templates.

The distribution seat: scheduling and queueing content across platforms so publishing happens on system, not on mood.

The customer-chatbot seat: a support and pre-sales bot that answers only from your docs, site, and knowledge base.

The agent-ops seat: building, orchestrating, and monitoring multi-agent AI systems with observability built in.

The email-automation seat: campaigns, behavioral automation flows, and bundled webinars for list-driven businesses.

The client-machine seat: CRM, pipelines, funnels, booking, SMS/email follow-up, and white-label delivery for agencies and local-service businesses.

The enterprise-social seat: multi-team publishing, unified inbox, and listening when social is a department, not a task.

The visual-scheduling seat: plan feeds visually, auto-publish, and convert bio traffic with Linkin.bio.

The AI-employee seat: persistent agents assigned to recurring business jobs — inbox triage, meeting notes, lead outreach — with hundreds of integrations.

The visual-automation seat: complex multi-branch scenarios at prices Zapier can't touch, without n8n's self-hosting homework.

The autonomous-task seat: multi-step research, analysis, and build tasks executed end-to-end by an agent with its own computer.

The heavy-automation seat: complex, high-volume workflows and AI agent pipelines, self-hosted or cloud.

The website-sales seat: engaging visitors, answering objections, and pushing toward booking while you're offline.

The internal-AI-apps seat: drag-and-drop LLM workflows — document processing, internal assistants, approval chains — deployed to your team.

The phone seat: AI voice agents handling inbound calls, qualification, and booking without a human on the line.

The lean-funnel seat: landing pages, email sequences, course hosting, and affiliate management for solo operators on a budget.

The value-social seat: scheduling, inbox, reviews, and listening at prices that undercut the incumbents hard.

The glue seat: moving data between the tools that don't talk to each other, on triggers you define.

The feedback-intelligence seat: transcripts, tickets, and survey answers clustered into themes with citations back to the customer voice.

The behavior-evidence seat: heatmaps, session recordings, and Copilot summaries showing how visitors actually use your pages — at zero cost.

The site-measurement seat for operators who want to know what worked without running an ad-tech pipeline: one lightweight dashboard, no cookies, no consent tax on every visitor.

The product-measurement seat: what users actually do in your product — events, session replays, funnels — with an AI that answers questions about it.

The AI-visibility seat: dedicated measurement of how AI answer engines mention, cite, and recommend your brand.

The visibility-measurement seat: rank tracking, competitive intelligence, and AI-answer visibility for channels that must prove movement.

The ecommerce-truth seat: multi-channel attribution, profit tracking, and Moby (the AI analyst) for stores that buy traffic.

The YouTube-growth seat: keyword research, competitor tracking, and title/thumbnail intelligence for channels that take growth seriously.

The AEO/GEO seat: monitoring how AI answer engines cite your brand and optimizing content to win those citations, bundled with SEO writing tools.

Retired from the stack: on-platform music generation with no export path since October 2025.

Formerly the alternate AI-editor seat: Cascade agent workflows in an editor whose March 2026 quota model made costs predictable. Cognition (Devin's maker) acquired Windsurf in July 2025 and merged it into the Devin brand as "Devin Desktop" on June 2, 2026 — same editor, same team, no longer a separate product.