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AI Startups in the GPT Era
==========================

_**Unmaintained as of August 2023**. The market has entered its "try everything" phase, which is less interesting to catalog. Now we wait and see who wins._

What businesses are enabled by this new era[^0]?

It's clear that we have new tools at our disposal. What those tools are good
for, what business models can produce, scale, and capture value from them—much
less clear.

Good news! That's what startups are for. Here is a semi-curated list of **use
cases** explored by AI startups.

Editorial judgment has been applied to (try to) exclude `.ai` rebrands,
old-fashioned SaaS+ML, and so forth. It also omits robotics (unclear impact
IMO), biotech (outside my expertise), pure infrastructure (selling compute is
selling compute), and silicon (ditto). It mostly omits side projects, research
collectives, academic demos, etc. Focused on semi-actual businesses, e.g.,
applies a vague Wikipedia-style notability threshold and ignores most Product
Hunt MVPs. **Incomplete and subject to change.** File an issue if you want
something added or fixed.

Primary modality = text
-----------------------

### Write more, better general-purpose text

| Name | Value | Notes |
| --- | --- | --- |
| [Jasper](https://www.jasper.ai/) | "create amazing, original content 10X faster" | Nov 2022 [announced](https://www.jasper.ai/blog/jasper-announces-125m-series-a-funding) $125M A; [reported](https://www.theinformation.com/articles/venture-fomo-returns-as-investors-chase-artificial-intelligence-deals) $80M ARR forecast for EOY 2022 |
| [Copy.ai](https://www.copy.ai/) | "a writing tool you’ll actually use" | |
| [Writer](https://writer.com/) | "unlock on-brand content at scale" | |
| [Sudowrite](https://www.sudowrite.com/) | "bust writer’s block with our magical writing AI" | "we [use](https://www.sudowrite.com/FAQ) several variants of GPT-3" |
| [Moonbeam](https://www.gomoonbeam.com/) | "help you write essays, stories, articles, blogs, and other long form content" | |
| [AI21 Labs](https://www.ai21.com/) | "empower [humans] to be better [at] writing and reading" | Jul 2022 [announced](https://techcrunch.com/2022/07/12/openai-rival-ai21-labs-raises-64m-to-ramp-up-its-ai-powered-language-services/) $64M B |
| [Typeface](https://www.typeface.ai/) | "personalized content creation for work" | can also generate images and other types of content; Feb 2023 [announced](https://www.prnewswire.com/news-releases/typeface-emerges-from-stealth-with-a-generative-ai-application-for-enterprise-content-creation-and-65-million-in-funding-301756660.html) $65M raise |
| [Type](https://type.ai/) | "write remarkably fast" | YC W23 |
| [Reword](https://reword.co/) | "an editor that thinks" | |
| [GhostWrite](https://www.ghostwrite.rip/) | "let us do the talking for you" | [AI Grant](https://aigrant.org/) batch 1 |

### Get help writing text in specific verticals

| Name | Value | Notes |
| --- | --- | --- |
| [Harvey](https://harvey.ai/) | AI lawyer | Gabriel Pereyra et al. |
| [Robin](https://www.robinai.co.uk/) | "Robin’s AI-powered contract editor can transform your legal process" | Feb 2023 [announced](https://tech.eu/2023/02/27/robin-ai-scoops-105-million-for-its-lawyer-in-the-loop-generative-ai-model/) $10.5M raise |
| [Empathy](https://www.empathy.com/) | "comprehensive support for navigating grief" | Sep 2021 [reported](https://www.empathy.com/blog/a-new-chapter-in-supporting-bereaved-families-empathys-series-a) $30M A; Feb 2023 [press](https://techcrunch.com/2023/02/01/empathys-new-tool-uses-ai-to-generate-obituaries-and-its-not-half-bad/) on obit generator |
| [Qatent](https://qatent.com/) | "draft quality patents more quickly" | |
| [Rogue](https://www.userogue.com/) | "write responses to Sources Sought, Requests for information, and Requests for Proposals" | |
| [EvenUp](https://www.evenuplaw.com/) | "AI-driven demand packages for injury lawyers" | Jun 2023 [reported](https://techcrunch.com/2023/06/08/evenup-wants-to-automate-personal-injury-settlements-to-a-point/) $65M total raised |
| [Swell AI](https://www.swellai.com/) | "AI writer for podcasters" | |
| [Rezi](https://www.rezi.ai/) | "automate every aspect of creating a hirable resume" | |

### Produce marketing content more efficiently

(Too many offerings in this category to track. Also significant overlap with "general-purpose text".)

| Name | Value | Notes |
| --- | --- | --- |
| [Speedy](https://speedybrand.io/) | "SEO-optimized digital content" | YC W23 |
| [Katteb](https://katteb.com/en/) | "create content for your blog and online store" | |
| [CopyMonkey](https://copymonkey.ai/) | "AI-powered Amazon listing optimization" | |
| [CopySmith](https://copysmith.ai/) | "scale your ecommerce product content creation" | |
| [Tugan.ai](https://www.tugan.ai/) | "instantly generate [social media content]" | |

### Write code faster or better

| Name | Value | Notes |
| --- | --- | --- |
| [GitHub](https://github.com/) | copilot | not a startup; but copilot |
| [Mutable AI](https://mutable.ai/) | "build fast with production quality using AI" | |
| [Tabnine](https://www.tabnine.com/) | "code faster with whole-line & full-function code completions" | |
| [Codeium](https://www.codeium.com/) | "autocomplete [code] faster than thought" | from [Exafunction](https://www.exafunction.com/) |
| [Cursor](https://www.cursor.so/) | "write code effortlessly using Cursor's AI source editor" | |
| [Vivid](https://www.vivid.lol/) | "click on your app, edit with AI" | |
| [qqbot.dev](https://marketplace.visualstudio.com/items?itemName=qqbot.qqbot) | "chat with your codebase" | closed alpha; Jan 2023 [reported](https://www.theinformation.com/articles/openai-bolsters-ties-to-other-ai-startups-with-venture-investments) OpenAI seed funding |
| [Replit Ghostwriter](https://replit.com/site/ghostwriter) | "your partner in code... boost your productivity and creativity" | not an AI startup, but notable; [some reporting](https://www.semafor.com/article/02/15/2023/startup-replit-launches-a-chatgpt-like-bot-for-coders) |
| [Magic](https://magic.dev/) | "code completion that operates across your repository" | Feb 2023 [announced](https://magic.dev/blog/series-a) $23M A |
| [Codium](https://www.codium.ai/) | "analyzes your code and generates meaningful tests" | != "Codeium" |
| [Codeball](https://codeball.ai/) | "finds bugs in your pull requests" | |
| [Grit](https://www.grit.io/) | "code migrations and dependency upgrades on autopilot" | |
| [Second](https://www.second.dev/) | "use AI developer bots to build common features" | YC W23 |
| [ExplainDev](https://explain.dev/) | "AI assistant that helps developers interpret code" | |
| [CodeComplete](https://codecomplete.ai/) | "coding assistant built for enterprise" | YC W23 |

### Understand or document code faster or better

| Name | Value | Notes |
| --- | --- | --- |
| [Stenography](https://stenography.dev/) | "document entire codebases every time you hit save" | |
| [Readable](https://readable.so/) | "never write comments again" | |
| [Mintlify](https://mintlify.com/) | "beautiful documentation that converts users" | see [Writer](https://writer.mintlify.com/) |
| [Bloop](https://bloop.ai/) | "understand codebases with GPT-4 and semantic code search" | partial substitute for documentation? |
| [Buildt](https://www.buildt.ai/) | "search and understand large codebases" | YC W23 |

### Gather more, useful customer information

| Name | Value | Notes |
| --- | --- | --- |
| [Viable](https://www.askviable.com/) | "save hundreds of hours analyzing feedback" | |
| [Enterpret](https://www.enterpret.com/) | "ensure no customer pain goes unnoticed" | |
| [Observe.ai](https://www.observe.ai/) | "complete visibility into every customer interaction across channels" | |
| [Anecdote](https://www.anec.app/) | "analyze and summarize the ‘voice of the customer’" | claims to use GPT |
| [MonkeyLearn](https://monkeylearn.com/) | "clean, label and visualize customer feedback" | |
| [AIBrandIntel](https://aibrandintel.com) | "keep track of social media and news mentions in more than 100 languages" | [product experiment](https://menloparklab.com/), but I think it's interesting |
| [Symbl](https://symbl.ai/) | "unlocks the full potential of human conversations" | |
| [Kaleido](https://www.kaleido.so/) | "turn user pain points into product decisions" | |

### Gather more, useful other business information

| Name | Value | Notes |
| --- | --- | --- |
| [Venturefy](https://www.venturefy.com/) | "verified relationship listings for the world's corporations" | |

### Support your customers / users more efficiently

| Name | Value | Notes |
| --- | --- | --- |
| [PolyAI](https://poly.ai/) | "AI your customers want to talk to" | Sep 2021 [announced](https://techcrunch.com/2021/09/08/ai-driven-voice-assistant-polyai-raises-14m-round-led-by-khosla-ventures/) $14M B |
| [Forethought](https://forethought.ai/) | "[lower] support costs while providing top-tier service" | Dec 2021 [announced](https://forethought.ai/blog/forethought-raises-65-million-series-c/) $65M C |
| [Mendable](https://www.mendable.ai/) | "answer developer questions automatically" | YC S22 |
| [Intercom](https://www.intercom.com) | "4 new battle-tested AI [features](https://twitter.com/Padday/status/1620459752848527362)" | some interesting stuff here; does it work? |
| [kapa.ai](https://www.kapa.ai/) | "reduce [developer] support requests with kapa.ai" |
| [Yuma](https://yuma.ai/) | "integrates with your Help Desk software to automate response drafting" | |
| [Twig](https://www.twig.so/) | "answering complex customer questions and reducing costs by 30%" | |
| [Stylo](https://www.askstylo.com/) | "solve tickets faster with Stylo" | |
| [Kyber](https://askkyber.com/) | "ChatGPT for enterprise support" | YC W23; pivoted from insurance vertical? |
| [Clueso](https://clueso.io/) | "AI-powered help center for your app" | YC W23 |
| [Parabolic](https://www.growparabolic.com/) | "AI assistant for customer support" | YC W23 |
| [Inkeep](https://www.inkeep.com/) | "conversational search for your developer product" | YC W23 |
| [Sapling](https://sapling.ai/) | "copilot for customer-facing teams" | also for sales and success |
| [Birch.AI](https://birch.ai/) | "automating complex after-call-work" | [AI Grant](https://aigrant.org/) batch 1 |
| [EvaluAgent](https://www.evaluagent.com/) | "evaluate every conversation across all channels" | Jun 2023 [announced](https://techcrunch.com/2023/06/23/evaluagent-raises-20m-to-build-out-software-to-evaluate-call-center-agents/) $20M A |
| [Fini](https://www.usefini.com/) | "turn your knowledge base into AI chat" | YC S22 |

### Automatically support your employees

| Name | Value | Notes |
| --- | --- | --- |
| [Rezolve](https://rezolve.ai/) | "transform employee experience with instant support" | employee == internal customer |

### Get more value out of meetings

| Name | Value | Notes |
| --- | --- | --- |
| [Fireflies.ai](https://fireflies.ai/) | "automate your meeting notes" | |
| [Otter.ai](https://otter.ai/) | "capture and share insights from your meetings" | |
| [Supernormal](https://supernormal.com/) | "create amazing meeting notes with AI" | Jan 2023 [announced](https://techcrunch.com/2023/01/25/supernormal-raises-10m-to-automatically-transcribe-and-summarize-meetings/) $10M round |
| [Wudpecker](https://www.wudpecker.io/) | "start the meeting with prebuilt templates, end it with high-quality generated notes" | |
| [Noty.ai](https://noty.ai/) | "transcriptions, action items, summaries, and follow-ups" | |
| [Avoma](https://www.avoma.com/) | "AI meeting lifecycle assistant" | founded 2017; bit of an AI rebrand? |
| [Sembly](https://www.sembly.ai/) | "takes meeting notes and generates insights" | |
| [Vowel](https://www.vowel.com/) | "host, summarize, search, and share video meetings" | |
| [Noota](https://www.noota.io/) | "meeting reports, real-time coaching & suggest answers" | |

### Make other internal business communication more efficient

| Name | Value | Notes |
| --- | --- | --- |
| [Broadcast](https://www.withbroadcast.com/) | "stop wasting time manually writing weekly updates" | |
| [Beam](https://beamapp.ai/) | "stay on top of work conversations easier and collaborate faster" | messaging app |
| [Stork](https://www.stork.ai/) | "human teams working asynchronously aided by artificial professionals" | |
| [Hypercontext](https://hypercontext.com/) | feature: "reviews so easy they write themselves" | notable for [reviews feature](https://hypercontext.com/features/performance-reviews) |

### Access internal business data more easily

| Name | Value | Notes |
| --- | --- | --- |
| [Groupthink](https://app.groupthink.com/) | "add real business insights into group chat in real-time" | FirstParty Labs |
| [Seek AI](https://www.seek.ai/) | "ask your data anything" | Jan 2023 [announced](https://www.seek.ai/press-01-11-23) $7.5M seed |
| [Sloped](https://www.sloped.xyz/) | "ask your data questions and generate insights from plain text searches" | |
| [Numerous.ai](https://numerous.ai/) | "ChatGPT right inside your spreadsheet" | |
| [Channel](https://www.usechannel.com/) | "ask any data question, in plain English" | |
| [Outerbase](https://outerbase.com/) | "visualize your data… without needing to be a database expert" | YC W23 |
| [Equals](https://equals.com/ai/) | "generate formulas, write SQL, summarize data" | |
| [Comparative](https://www.comparative.ai/) | "automates data analysis" | |

### Let your users access data more easily

| Name | Value | Notes |
| --- | --- | --- |
| [Defog](https://defog.ai/) | "let your users ask free form data questions" | YC W23 |
| [Baselit](https://baselit.ai/) | "AI data assistant for your users" | YC W23 |

### Find information in business docs / messages more quickly

| Name | Value | Notes |
| --- | --- | --- |
| [Glean](https://www.glean.com/) | "know what your company knows, instantly" | "Glean [uses](https://www.wired.com/story/ai-smarts-big-price-tag/) smaller, less capable AI models" |
| [Hebbia](https://www.hebbia.ai/) | "make decisions 10X more confidently… with AI-powered insights" | Sep 2022 [announced](https://hebbia.medium.com/hebbia-raises-30-million-led-by-index-ventures-to-launch-the-future-of-search-e80038c05852) $30M A |
| [Applica](https://www.applica.ai/) | "enables human-level comprehension across your documents" | Aug 2022 [acquired](https://www.snowflake.com/blog/snowflake-to-acquire-applica/) by Snowflake for $175M |
| [Agolo](https://www.agolo.com/) | "turns even the longest… documents into audience-specific briefings" | |
| [Filechat](https://www.filechat.io/) | "upload your PDF and start asking questions" | |
| [Visus](https://www.visus.ai/) | "no longer… waste time searching through countless documents" | |
| [Paxton](https://www.paxton.ai/) | "chat with your knowledge base" | |
| [Gloo](https://www.trygloo.com/) | "connect ChatGPT to your knowledgebase" | YC W23 |
| [Tennr](https://www.tennr.com/) | "custom large language models that bring… AI to your team and product" | YC W23 |
| [Wisdom](https://wisdomai.com/) | "unlock your content with conversational chat" | product, not company? |
| [Samaya](https://samaya.ai/) | "answer complex questions and uncover hidden insights" | [AI Grant](https://aigrant.org/) batch 1 |
| [Guru](https://www.getguru.com/) | "build your source of truth effortlessly" | Apr 2020 [announced](https://news.crunchbase.com/venture/guru-raises-30m-from-accel-slack-others-as-philly-startup-scene-heats-up/) $30M C |

### Accelerate hiring

| Name | Value | Notes |
| --- | --- | --- |
| [Hume](https://www.gethume.com/) | "automatically record, transcribe and summarize every candidate interaction" | Jan 2023 [announced](https://www.finsmes.com/2023/01/hume-ai-raises-12-7m-in-series-a-funding.html) $12.7M A |
| [Impress](https://impress.ai/) | "recruitment automation platform" | |
| [Humbird](https://www.humbird.ai/) | "automate your hiring process" | |
| [Covey](https://getcovey.com/) | "source more accurately with AI" | |

### Provide better search tools in your app or site

| Name | Value | Notes |
| --- | --- | --- |
| [Vectara](https://vectara.com/) | "embed the most advanced NLP models for app and site search" | |

### Make your salespeople more effective

| Name | Value | Notes |
| --- | --- | --- |
| [SellScale](https://www.sellscale.com/) | "personalize [outbound sales] outreach at scale" | Dec 2022 [announced](https://www.sellscale.com/post/sellscale-raises-3-4-million-to-give-ai-superpowers-to-sales-teams) $3.4M seed |
| [Lavender](https://www.lavender.ai/) | "AI sales email coach" | Feb 2023 [announced](https://techcrunch.com/2023/02/02/lavender-lands-13-2m-for-its-ai-powered-email-marketing-engine/) $13.2M A |
| [Lightski](https://www.lightski.com/) | "less time updating your CRM—chat with our Slackbot instead" | YC W23 |
| [Fabius](https://www.fabius.io/) | "improve visibility for sales leaders" | YC W23 |
| [Persana AI](https://www.persana.ai/) | "your intelligent sales copilot" | YC W23 |
| [Coldreach](https://coldreach.ai/) | "10x your sales with AI-powered outreach" | YC W23 |
| [FloWorks](https://www.floworks.ai/) | "AI-powered assistant for your sales team" | YC W23 |
| [Lyne](https://lyne.ai/) | "personalized cold emails at scale" | |
| [Traq.ai](https://www.traq.ai/) | "analyzes every call your sales team makes" | |
| [Regie.ai](https://www.regie.ai/) | "fully personalized sales outreach" | Feb 2023 [announced](https://www.prnewswire.com/news-releases/regieai-closes-a-round-funding-with-additional-6-million-investment-from-khosla-ventures-totaling-20-8-million-301742529.html) $20.8M total funding |
| [Bluebirds AI](https://www.bluebirds.ai/) | "find customer contacts that switched jobs" | YC W23 |

### Make your customer success team more effective

| Name | Value | Notes |
| --- | --- | --- |
| [Syncly](https://syncly.app/) | "analyze your team's communications… to avoid customer churn" | YC W23 |
| [Kaizan](https://kaizan.ai/) | "highlight client health and what will increase revenue" | |

### Make your marketing team more effective

| Name | Value | Notes |
| --- | --- | --- |
| [MarketMuse](https://www.marketmuse.com/) | "automates content audits and removes the subjectivity of what is or isn’t working" | |
| [daydrm.ai](https://www.daydrm.ai/) | "AI tool for creative advertising ideas" | |
| [Pencil](https://www.trypencil.com/) | "create new ad variations 10x faster" | |

### Make other external business communication more effective

| Name | Value | Notes |
| --- | --- | --- |
| [Avoca](https://www.avoca.ai/) | "AI customer communications platform for your [small] business" | YC W23 |
| [Sameday](https://www.gosameday.com/) | "close more leads by answering any phone calls you miss" | YC W23 |
| [Slang](https://www.slang.ai/) | "answers questions, takes reservations, and satisfies callers" | Jun 2023 [reported](https://techcrunch.com/2023/06/28/slang-taps-ai-to-answer-phone-calls-for-brick-and-mortar-businesses/) $20M total raised |

### Do product management more productively

| Name | Value | Notes |
| --- | --- | --- |
| [Pace](https://askpace.ai/) | "generate ideas in seconds instead of days" | |

### Organize your personal information

| Name | Value | Notes |
| --- | --- | --- |
| [Oogway](https://www.oogway.ai/) | "smartest productivity app you will ever need" | |
| [Mem](https://get.mem.ai/) | "amplify your creativity, automate the mundane, and stay organized automatically" | Nov 2022 [announced](https://techcrunch.com/2022/11/10/ai-powered-note-taking-app-mem-raises-23-5m-openai/) $23.5M led by OpenAI |
| [Rewind](https://www.rewind.ai/) | "the search engine for your life" | Dan Siroker; Nov 2022 [announced](https://a16z.com/2022/11/01/investing-in-rewind/) $10M from a16z |
| [mymind](https://mymind.com/) | "remember everything. organize nothing." | |
| [Augment](https://www.augment.co/) | "AI assistant that works everywhere you do" | [TechCrunch](https://techcrunch.com/2022/09/20/augments-personalized-ai-assistant-could-help-you-keep-track-of-a-scattered-digital-life/) |
| [Tyles](https://tyles.io/) | "insights from 100s of tabs in one doc" | |
| [Webscape](https://webscape.ai/) | "your AI copilot for the web" | |

### Automate your personal communication

| Name | Value | Notes |
| --- | --- | --- |
| [Personal AI](https://www.personal.ai/) | "supercharge your memory and relationships with your own… AI messenger" | |

### Search the web good

| Name | Value | Notes |
| --- | --- | --- |
| [Perplexity AI](https://www.perplexity.ai/) | "[the world’s first conversational search engine](https://twitter.com/perplexity_ai/status/1616120452338036736)" | plus [other stuff](https://www.perplexity.ai/sql) |

### Delegate general-purpose actions to an online agent

| Name | Value | Notes |
| --- | --- | --- |
| [Adept](https://www.adept.ai/) | "user types a high-level request and ACT-1 does the rest" | Mar 2023 [announced](https://www.reuters.com/technology/adept-raises-350-mln-series-b-funding-2023-03-14/) $350M B |
| [Lasso](https://www.getlassoai.com/) | "Robotic Process Automation for Chrome using ChatGPT and computer vision" | YC W23 |
| [Gnbly](https://gnbly.com/) | "book restaurants reservations, call service providers, etc." | makes voice calls |
| [Layup](https://www.layupai.com/) | "initiate… customized workflows to complete your everyday tasks" | YC W23 |
| [Minion AI](https://minion.ai/) | "automated browser assistant" | [AI Grant](https://aigrant.org/) batch 1 |
| [Moemate](https://www.moemate.io/) | "virtual companion that enriches your life" | |

### Delegate domain-specific actions to an online agent

| Name | Value | Notes |
| --- | --- | --- |
| [Milo](https://www.joinmilo.com/) | "don't send it to mom, send [parenting tasks] to Milo" | Jan 2023 [reported](https://www.theinformation.com/articles/openai-bolsters-ties-to-other-ai-startups-with-venture-investments) OpenAI seed funding |
| [DoNotPay](https://donotpay.com/) | "the world's first robot lawyer" | founded in 2015 but has [prominent GPT-3 demos](https://www.theverge.com/2022/12/13/23505873/donotpay-negotiate-bills-ai-chatbot) |
| [TravelU](https://www.travelyourway.xyz/) | "your AI travel assistant right on WhatsApp/SMS" | |
| [Zuma](https://www.getzuma.com/) | "your own personal AI leasing agent" | |

### Build custom agents to automate actions

| Name | Value | Notes |
| --- | --- | --- |
| [Fixie](https://www.fixie.ai/) | "build natural language agents that connect to your data [and] talk to APIs" | Feb 2023 [announced](https://blog.fixie.ai/introducing-fixie-ai-a-new-way-to-build-with-large-language-models-d4e1aeee6b81) undisclosed raise |
| [Maya](https://mayalabs.io/) | "deploy custom software to perform complex tasks, from just English instruction" | |
| [Waveline](https://waveline.ai/) | "fastest way to use AI in your business" | YC W23 |
| [Mindverse](https://www.mindverse.ai/) | "virtual AI beings... who listen, move, and respond to your customers" | Apr 2023 [announced](https://techcrunch.com/2023/04/25/ai-assistants-come-to-alibaba-and-a16z-backed-cider/) $10M A "nearing completion" |

### Talk to a virtual friend or character

| Name | Value | Notes |
| --- | --- | --- |
| [Replika](https://replika.ai/) | "ready to chat when you need an empathetic friend" | |
| [Character.AI](https://character.ai) | "a unique social network that lets you talk with bots" | Noam Shazeer, Daniel De Freitas, et al. |
| [Circle Labs](https://circlelabs.xyz/) | "talk to a cheese or a fish or ur favorite anime character" | [AI Grant](https://aigrant.org/) batch 1 |

### Receive personalized coaching in some area

| Name | Value | Notes |
| --- | --- | --- |
| [Adaptiv](https://www.adaptiv.me/) | "get personalised mentoring… to achieve your career goals" | |
| [InterviewJam](https://interviewjam.io/) | "make interview preparation easy and fun" | |
| [Amorai](https://amorai.co/) | "master the skill of human connection" | Renate Nyborg; Apr 2023 [announced](https://amorai.notion.site/Former-Tinder-CEO-Apple-and-Headspace-executive-Renate-Nyborg-announces-Pre-Seed-funding-round-led--a9dac0b96e12427ca7c600a835b30f85) pre-seed |

### Make engaging in-game characters

| Name | Value | Notes |
| --- | --- | --- |
| [InWorld](https://www.inworld.ai/) | create characters that "that think, talk, and act for themselves" | |
| [Regression](https://www.regression.gg/) | "build your own AIs and compete" | also, "learn with code and AI" |

### Educate your employees more effectively

| Name | Value | Notes |
| --- | --- | --- |
| [Sana](https://www.sanalabs.com/) | "share knowledge, learn fast, automate admin" | Dec 2022 [announced](https://techcrunch.com/2022/12/13/sana-raises-34m-for-its-ai-based-knowledge-management-and-learning-platform-for-workplaces/) $34M B |

### Accelerate your own learning

| Name | Value | Notes |
| --- | --- | --- |
| [Flash Insights](https://getflashinsights.com/) | "get insights from any web page or video" | |
| [Artisan](https://withartisan.com/) | "personal trainer for self-guided learners" | |
| [Upword](https://www.upword.ai/) | "get your research done 10X faster" | |
| [Quench.ai](https://quench.ai/) | "your personal AI learning coach" | Jul 2023 [announced](https://www.finsmes.com/2023/07/quench-ai-raises-5m-in-pre-seed-funding.html) $5M pre-seed |

### Sui generis examples in other specific verticals

| Name | Value | Notes |
| --- | --- | --- |
| [Primer](https://primer.ai/) | "mission-ready AI for those who protect security and democracy" | |
| [aiFlow](https://www.aiflow.solutions/) | "large language models for PE commercial diligence" | YC W23 |
| [OfOne](https://www.of.one/) | "automate your drive-thru" | YC W23 |
| [July](https://withjuly.com/) | "put your brand deals on autopilot" | |
| [TurbineOne](https://www.turbineone.com/) | "intel analytics without coding" | |
| [Blackbird](https://www.blackbird.ai/) | "risk intelligence [for digital narratives]" | Jun 2023 [announced](https://techcrunch.com/2023/06/15/blackbird-lands-20m-investment-to-expand-its-risk-management-tools/) $20M B |
| [DeckMatch](https://www.deckmatch.com/) | "gives VC associates superpowers" | Aug 2023 [announced](https://techcrunch.com/2023/08/15/deckmatch-seed-round/) $1M seed |

Primary modality = image
------------------------

### Easily synthesize and/or manipulate general-purpose images

(No attempt to be comprehensive in this category.)

| Name | Value | Notes |
| --- | --- | --- |
| [Midjourney](https://www.midjourney.com/) | text-to-image / "expanding the imaginative powers of the human species" | self-funded |
| [Facet](https://facet.ai/) | "automates the most repetitive parts of your [image editing] workflow" | also [prompt.ist](https://prompt.ist/) |
| [Recraft](https://www.recraft.ai/) | "generate stunning vector art, illustrations and 3D images" | [AI Grant](https://aigrant.org/) batch 1 |
| [Reface](https://reface.ai/) | "[tools that] empower content creation" | |

### Easily synthesize and/or manipulate images in non-gaming verticals

| Name | Value | Notes |
| --- | --- | --- |
| [PhotoRoom](https://www.photoroom.com/) | "magic photo studio" to "create professional designs" | Nov 2022 [announced](https://techcrunch.com/2022/11/07/after-40-million-app-downloads-photoroom-raises-19-million/) $19M A; "with a text prompt… generate a marketing product photo based on your object" |
| [ZMO.ai](https://www.zmo.ai/) | "object removal tools, art generation, image editing, and more" | May 2022 [announced](https://techcrunch.com/2022/05/17/zmo-ai-generate-human-8-million/) $8M A, focused on fashion e-commerce |
| [Imagen](https://imagen-ai.com/) | "edit photos and automate post-production" | focused on professional photographers (portraits, events, etc.); Dec 2022 [announced](https://techcrunch.com/2022/12/19/imagenai-which-uses-ai-to-personalize-photo-editing-styles-lands-30m/) $30M round |
| [Supermeme](https://www.supermeme.ai/) | "turn text into memes" | |
| [Stylized](https://www.stylized.ai/) | "studio quality photography, no studio required" | |
| [Booth.ai](https://www.booth.ai/) | "pro quality product photography with AI" | YC W23 |
| [Flair](https://flair.ai/) | "AI design tool for branded content" | [AI Grant](https://aigrant.org/) batch 1 |
| [Pixelcut](https://www.pixelcut.ai/) | "create product photos 10x faster" | [AI Grant](https://aigrant.org/) batch 1 |

### Automatically improve third-party images

| Name | Value | Notes |
| --- | --- | --- |
| [Claid](https://claid.ai/) | "improve user-generated content... and boost conversions" | "by Let's Enhance" |

### Generate 2D game assets faster, cheaper

| Name | Value | Notes |
| --- | --- | --- |
| [Scenario](https://www.scenario.gg/) | "AI-generated game assets" | Jan 2023 [announced](https://techcrunch.com/2023/01/19/scenario-lands-6m-for-its-ai-platform-that-generates-game-art-assets/) $6M seed |
| [Leonardo.AI](https://leonardo.ai/) | "create stunning game assets with AI" | |
| [Rosebud](https://www.rosebud.ai/) | "get the exact visual you need" | |
| [Iliad](https://iliad.ai/) | "AI generation system for game designers" | YC W23 |

### Understand images for some other useful purpose

| Name | Value | Notes |
| --- | --- | --- |
| [SnapCalorie](https://www.snapcalorie.com/) | "your personal nutrition assistant" | Jun 2023 [announced](https://techcrunch.com/2023/06/26/snapcalorie-computer-vision-health-app-raises-3m/) $3M seed |

Primary modality = video
------------------------

### Easily synthesize and/or manipulate general-purpose video

| Name | Value | Notes |
| --- | --- | --- |
| [Runway](https://runwayml.com/) | "creative tools to edit and generate content like never before" | |
| [Synthesia](https://www.synthesia.io/) | "create videos from plain text in minutes" | |
| [Descript](https://www.descript.com/) | "[edit](https://www.theinformation.com/articles/this-time-is-really-really-different-the-early-adopters-guide-to-the-ingenious-uncanny-slightly-terrifying-world-of-generative-ai) audio and video as you would text" | |
| [D-ID](https://www.d-id.com/) | "customized videos featuring talking avatars" | |
| [Decoherence](https://www.decoherence.co/) | "create what can't be filmed" | YC W23 |
| [Linum](https://www.linum.ai/) | "generate footage and iterate on it" | YC W23 |
| [Elai](https://elai.io/) | "videos [with a presenter] from just text" | |
| [Roll](https://www.roll.ai/) | "studio-quality remote videos with just your phone" | |
| [Wombo](https://www.w.ai/) | "create fun and entertaining clips" | [AI Grant](https://aigrant.org/) batch 1 |
| [Captions](https://www.captions.ai/) | "create studio-grade videos in a few taps" | |

### Easily synthesize and/or manipulate video in specific verticals

| Name | Value | Notes |
| --- | --- | --- |
| [Deep Voodoo](https://www.deepvoodoo.com/) | "[professional deepfake studio for creators](https://www.deepvoodoo.com/press/trey-parker-and-matt-stones-deep-fake-company-deep-voodoo-announces-20-million-investment)" | Trey Parker and Matt Stone; Dec 2022 [announced](https://www.deepvoodoo.com/press/trey-parker-and-matt-stones-deep-fake-company-deep-voodoo-announces-20-million-investment) $20M round |
| [Deepbrain AI](https://deepbrainai.io/) | "enterprise ready virtual humans and avatars" | |
| [Waymark](https://waymark.com/) | "boost local sales with unbelievably easy video" | launched 2017 but seems to qualify |
| [Flawless](https://www.flawlessai.com/) | "pioneering the generative AI revolution in filmmaking" | some press, e.g., Dec 2022 [in LA Times](https://www.latimes.com/entertainment-arts/business/story/2022-12-19/the-next-frontier-in-moviemaking-ai-edits) |
| [vidyo.ai](https://vidyo.ai/) | "create social ready short clips from your long videos" | |
| [GlossAi](https://glossai.co/) | "upload your existing content and instantly generate… short-form videos" | Feb 2023 [announced](https://techcrunch.com/2023/02/07/glossais-generative-highlights-are-a-glimpse-of-contents-crowded-future/) $8M seed |
| [Munch](https://www.getmunch.com/) | "extracts the most engaging… clips from your long-form videos" | |
| [Guidde](https://www.guidde.com/) | "create video documentation 11x faster" | |
| [Dumme](https://dumme.com/) | "turn videos into engaging shorts" | YC W22; Jun 2023 [announced](https://techcrunch.com/2023/06/02/yc-backed-dumme-raises-3-4m-for-its-ai-video-editor-turns-long-form-youtube-videos-into-shorts/) $3.4M seed |
| [Doly](https://www.animl.ai/) | "generate infinite videos for your product" | [AI Grant](https://aigrant.org/) batch 1 |

### Search through video content more effectively

| Name | Value | Notes |
| --- | --- | --- |
| [Twelve Labs](https://twelvelabs.io/) | "contextual understanding for video" | Dec 2022 [announced](https://techcrunch.com/2022/12/05/twelve-labs-lands-12m-for-ai-that-understands-the-context-of-videos/) $12M seed extension |
| [Coactive](https://coactive.ai/) | "unleash the power in your visual content" | Mar 2023 [announced](https://coactive.ai/blog/blog-14-context-to-content) $14M A |

Primary modality = audio
------------------------

### Easily synthesize and/or manipulate voice

| Name | Value | Notes |
| --- | --- | --- |
| [Resemble AI](https://www.resemble.ai/) | "create human–like voice overs in seconds" | voice cloning, [speech-to-speech](https://www.resemble.ai/voice-changer/), etc.; Jul 2023 [announced](https://techcrunch.com/2023/07/12/voice-cloning-platform-resemble-ai-lands-8m/) $8M A |
| [Podcastle](https://podcastle.ai/) | "studio-quality recording, AI-powered editing" for podcasts | Oct 2021 [announced](https://www.finsmes.com/2021/10/podcastle-raises-7m-in-funding.html) $7M A |
| [Play.ht](https://play.ht/) | "AI powered text to voice generator" | YC W23 |
| [Respeecher](https://www.respeecher.com/) | "create speech that's indistinguishable from the original speaker" | |
| [WellSaid](https://wellsaidlabs.com/) | "create voiceovers from text" | |
| [ElevenLabs](https://elevenlabs.io) | "rich and lifelike voices to creators and publishers" | Jun 2023 [announced](https://techcrunch.com/2023/06/20/voice-generating-platform-elevenlabs-raises-19m-launches-detection-tool/) $19M A |

### Easily synthesize and/or manipulate music

| Name | Value | Notes |
| --- | --- | --- |
| [Beatoven.ai](https://www.beatoven.ai/) | "compose unique mood-based music to suit every part of your video" | |
| [Riffusion](https://www.riffusion.com/) | text to music | |

### Automatically translate multimedia content

| Name | Value | Notes |
| --- | --- | --- |
| [Dubverse](https://dubverse.ai/) | "make your content multilingual at a click of a button" | |
| [Papercup](https://www.papercup.com/) | "go global with your existing video content using AI dubbing" | |

### Analyze recordings of human speech

| Name | Value | Notes |
| --- | --- | --- |
| [Deepgram](https://deepgram.com/) | "transcribe real-world audio with an API call" | Nov 2022 [announced](https://blog.deepgram.com/deepgram-72-million-series-b-defines-future-of-ai-speech-understanding/) $72M B |
| [Gladia](https://techcrunch.com/2023/06/19/gladia-turns-any-audio-into-text-in-near-real-time/) | "AI transcription, translation and audio intelligence" | Jun 2023 [announced](https://techcrunch.com/2023/06/19/gladia-turns-any-audio-into-text-in-near-real-time/) $4M seed |

### Get practice learning a language

| Name | Value | Notes |
| --- | --- | --- |
| [Speak](https://www.speak.com/) | "get real conversational practice without needing a live tutor" | Nov 2022 [announced](https://www.speak.com/blog/speak-announces-27m-series-b-led-by-openai-startup-fund) $27M B led by OpenAI |

### Get feedback on public speaking

| Name | Value | Notes |
| --- | --- | --- |
| [Poised](https://www.poised.com/) | "AI-powered communication coach" | Jun 2021 [announced](https://www.businesswire.com/news/home/20210609005226/en/Poised-Raises-4.5M-Seed-Round-to-Improve-the-World%E2%80%99s-Spoken-Communication) $4.5M seed |
| [Orai](https://orai.com/) | "practicing your presentations and getting instant feedback" | Feb 2019 [announced](https://techcrunch.com/2019/02/19/orai-seed-funding/) $2.3M seed |
| [Yoodli](https://app.yoodli.ai/) | "personalized and private feedback from our AI speech coach" | Aug 2022 [announced](https://www.finsmes.com/2022/08/yoodli-raises-6m-in-seed-funding.html) $6M seed |

Primary modality = 3D model
---------------------------

### Build 3D models more quickly

| Name | Value | Notes |
| --- | --- | --- |
| [Anything World](https://anything.world/) | "build interactive 3D experiences up to 40% faster" | |
| [Poly](https://withpoly.com/) | "generate 3D design assets in seconds" | may have pivoted to textures?; Jan 2023 [announced](https://www.finsmes.com/2023/01/poly-raises-4m-in-seed-funding.html) $4M seed |
| [Spline](https://spline.design/) | "design and collaborate in 3D" | not really AI-native but still relevant?; Jul 2023 [announced](https://techcrunch.com/2023/07/13/spline-a-no-code-design-tool-for-creating-3d-assets-raises-15m/) $15M seed |

Primary modality = structured content, other software, etc.
-----------------------------------------------------------

### Write more, better general-purpose structured documents

| Name | Value | Notes |
| --- | --- | --- |
| [Notion](https://www.notion.so/) | "[generate](https://www.notion.so/product/ai) any type of content" | |
| [Beautiful.ai](https://www.beautiful.ai/) | "presentation software that designs for you" | [raised](https://www.beautiful.ai/blog/series-b-announcement) $11M B back in 2018 |
| [Gamma](https://gamma.app/) | "from notes to an initial template in under a minute" | |
| [Tome](https://tome.app/) | "enabling anyone to tell a compelling story" | Feb 2023 [announced](https://news.crunchbase.com/ai-robotics/interesting-startup-deals-february-bloomx-newswhip/) $43M B |

### Design interfaces more quickly

| Name | Value | Notes |
| --- | --- | --- |
| [Diagram](https://diagram.com/) | "magical new ways to design products [in Figma]" | May 2022 [announced](https://blog.diagram.com/p/diagrams-3m-seed); funding also [reported](https://www.theinformation.com/articles/openai-bolsters-ties-to-other-ai-startups-with-venture-investments) from OpenAI |
| [Components](https://components.ai/) | "generative components for UI and graphic design" | |
| [Galileo AI](https://www.usegalileo.ai/) | "delightful, editable UI designs from a simple text description" | |
| [Noya](https://www.noya.io/) | "simple blocks magically transform into polished designs" | YC W23 |

### Design physical products more quickly

| Name | Value | Notes |
| --- | --- | --- |
| [Fermat](https://fermat.app/) | "creativity augmented for your design team" | |
| [Vizcom](https://www.vizcom.ai/) | "combination of hand sketching and AI processing tools" | [AI Grant](https://aigrant.org/) batch 1 |

### Build software integrations and pipelines more quickly

| Name | Value | Notes |
| --- | --- | --- |
| [Lume](https://www.lume-ai.com/) | "builds your integration pipeline in minutes" | YC W23 |
| [Turntable](https://www.turntable.so/) | "create and manage data pipelines… with AI" | YC W23 |

### Create software or web sites with little/no programming

| Name | Value | Notes |
| --- | --- | --- |
| [Debuild](https://debuild.app/) | "build web apps blazingly fast" | low-code |
| [Bookmark](https://www.bookmark.com/) | "get your business online in minutes" | |
| [Durable](https://durable.co/) | "build a website in 30 seconds" | refocus from general "start a business" tool? |
| [Mixo](https://www.mixo.io/) | "landing pages that require no code or design" | |

### Automate or augment software ops

| Name | Value | Notes |
| --- | --- | --- |
| [Zebrium](https://www.zebrium.com/) | "see the reason [for an outage] without digging through logs" | "[plain language](https://www.zebrium.com/blog/using-gpt-3-with-zebrium-for-plain-language-incident-root-cause-from-logs) incident root cause"; Oct 2022 [acquired](https://sciencelogic.com/press_release/aiops-provider-sciencelogic-acquires-machine-learning-analytics-provider-zebrium-to-provide-at-a-glance-root-cause-visibility) by ScienceLogic |
| [Wild Moose](https://www.wildmoose.ai/) | "solve production incidents in minutes instead of hours" | YC W23 |
| [Traceloop](https://traceloop.com/) | "improve your system reliability" | YC W23 |

### Automate your business accounting

| Name | Value | Notes |
| --- | --- | --- |
| [Kick](https://kick.co/) | "self-driving bookkeeping" | Jan 2023 [reported](https://www.theinformation.com/articles/openai-bolsters-ties-to-other-ai-startups-with-venture-investments) OpenAI seed funding |
| [truewind](https://www.truewind.ai/) | "less errors, more transparency, and faster monthly close" | YC W23 |

### Make business decisions automatically

| Name | Value | Notes |
| --- | --- | --- |
| [Arena](https://www.arena-ai.com/) | "make high frequency, critical path decisions fully autonomous" | Aug 2022 [announced](https://blog.arena-ai.com/32-mm-to-help-enterprises-make-high-frequency-decisions-autonomously/) $32M A |

Other notable entities
----------------------

### Model builders and tool ecosystems

(Keeping this category sparse. There are many suppliers of outsourced "heavy lifting" that don't really affect the direction of the space.)

| Name | Value | Notes |
| --- | --- | --- |
| [OpenAI](https://openai.com/) | AIaaS | |
| [Stability AI](https://stability.ai/) | free models, ??? | of Stable Diffusion fame |
| [Hugging Face](https://huggingface.co/) | AI tools and GitHub-esque open-source community | 🤗 |
| [Explosion](https://explosion.ai/) | "developer tools for Artificial Intelligence and Natural Language Processing" | |
| [Cohere](https://cohere.ai/) | "harness the power of language understanding" | [in-house](https://txt.cohere.ai/multilingual/) model building |
| [Anthropic](https://www.anthropic.com/) | "working to build reliable, interpretable, and steerable AI systems" | Dario Amodei et al.; AI alignment; funded by SBF pre-disgrace |

### Quasi-academic

| Name | Value | Notes |
| --- | --- | --- |
| [Conjecture](https://www.conjecture.dev/) | "researchers dedicated to applied, scalable AI alignment research" | |
| [Generally Intelligent](https://generallyintelligent.com/) | "develop generally capable AI agents with human-like intelligence" | |
| [Ought](https://ought.org/) | "product-driven research lab… for delegating open-ended thinking" | [Elicit](https://elicit.org/) |

### Still in stealth or I don't quite understand the value prop

| Name | Value | Notes |
| --- | --- | --- |
| [Inflection](https://inflection.ai/) | "fundamentally redefine human-machine interaction" | Reid Hoffman, Mustafa Suleyman et al. |
| Keen Technologies | "AGI" | John Carmack; [announced Oct 2022](https://techcrunch.com/2022/08/19/john-carmack-agi-keen-raises-20-million-from-sequoia-nat-friedman-and-others/) |
| [Anysphere](https://anysphere.co/) | "fast and observable AI tools for professionals" | recent pivot from [a messaging product](https://news.ycombinator.com/item?id=32464619)?; Jan 2023 [reported](https://www.theinformation.com/articles/openai-bolsters-ties-to-other-ai-startups-with-venture-investments) OpenAI seed funding |
| [Minion](https://minion.ai/) | "help bots help humans" (?) | Alex Graveley |

[^0]: You might call it something else, but you know what I mean.

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