Category

AI Productivity

AI for your own work: write, research, present, produce.

AI productivity tools take over the work between idea and result: notes from a meeting, a first draft, a slide deck, a voiceover, an image, a clip. This area collects the tools for that, sorted by task, and our counts of what the published rankings agree on.

4 guides · 59 tools compared

Guides

Tools in AI Productivity

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Assessments of third-party tools are based on the vendors' own information — we have not tested them. Logos, product images and the quoted product descriptions come from the vendors' websites, named as the source.

Meetings & Planning 6

Backlog

Teams in general · App

Software with AI features

Project management for small and mid-sized teams with Kanban boards, task and bug tracking, version control and Gantt charts. A smaller alternative to ClickUp with a focus on software teams.

Backlog is the all-in-one SaaS for all your project management software needs. Kanban boards, task tracking, version control, Gantt charts, and more.

The vendor about itself · nulab.com
Backlog — image from the vendor's website
Image: Backlog, source nulab.com

ClickUp

Teams in general · App

Software with AI features

Project and task management with docs, goals and chat in one app. A large general work platform; AI is one feature among many.

Our mission is to make the world more productive. To do this, we built the everything app for work - Tasks, Docs, Goals, and Chat.

The vendor about itself · clickup.com
ClickUp — image from the vendor's website
Image: ClickUp, source clickup.com

MeetGeek

Teams in general · App

AI at the core

Records, transcribes and summarizes meetings and automates the follow-up. A fit for teams with many calls who lose decisions between meetings.

MeetGeek is the AI meeting platform that records, transcribes and summarizes every meeting, then automates the follow-up. Free to start, no bot required.

The vendor about itself · meetgeek.ai
MeetGeek — image from the vendor's website
Image: MeetGeek, source meetgeek.ai

Reclaim.ai

Teams in general · App

AI at the core

An AI calendar that schedules tasks, habits, meetings and breaks automatically and protects focus time. It works on top of Google Calendar and Outlook.

Reclaim is an AI-powered app that creates 40% more time for teams — auto-schedule tasks, habits, meeting & breaks – free on Google Calendar & Outlook Calendar.

The vendor about itself · reclaim.ai
Reclaim.ai — image from the vendor's website
Image: Reclaim.ai, source reclaim.ai

Spiky.ai

Sales teams · App

AI at the core

Analyzes meetings and sales conversations and gives coaching hints, with CRM sync. It sits between a meeting recorder such as MeetGeek and a sales tool such as Claap.

Spiky.ai delivers real-time coaching, CRM sync, and multilingual AI insights to boost sales performance and streamline meetings.

The vendor about itself · spiky.ai
Spiky.ai — image from the vendor's website
Image: Spiky.ai, source spiky.ai

TheTop

Enterprises · App

AI at the core

Listed as an AI chief of staff that turns your day into one daily brief. The company’s website now presents an enterprise layer that makes AI costs and usage visible, so check which product you would actually get.

One intelligent layer for enterprise AI: greater clarity, lower costs, smarter performance. TheEngine makes AI costs and usage visible while continuously optimizing memory, routing and caching.

The vendor about itself · thetop.com
TheTop — image from the vendor's website
Image: TheTop, source thetop.com

Writing & Research 3

Consensus

Students & researchers · App

AI at the core

An AI search engine for peer-reviewed research that finds papers and summarizes their findings. A fit for students, researchers and anyone who wants answers with sources.

Consensus is an AI academic search engine for peer-reviewed literature—your research OS for finding, organizing, and analyzing science 10x faster.

The vendor about itself · consensus.app
Consensus — image from the vendor's website
Image: Consensus, source consensus.app

Nouswise

Teams in general · App

AI at the core

Connects an organization’s knowledge and answers questions with citations from those sources. Unlike Consensus, it works on your own documents rather than on published research.

Connect your organization’s knowledge, get source-cited answers, and automate workflows with secure integrations, permissions, and guardrails.

The vendor about itself · nouswise.com
Nouswise — image from the vendor's website
Image: Nouswise, source nouswise.com

QuillBot

Students & researchers · App

AI at the core

A writing assistant for paraphrasing, grammar checks and summaries. Paraphrasing is also one reason why AI detection is hard; more on detection in AI Security.

Write effortlessly and efficiently with Quillbot's suite of AI tools. Paraphrase, check grammar, analyze tone, improve fluency, and more. Start doing your best work.

The vendor about itself · quillbot.com

Presentations & Design 3

Beautiful.ai

Teams in general · App

AI at the core

Presentation software that designs slides automatically and keeps decks on brand. Aimed at teams that produce client decks and proposals regularly.

The AI presentation platform built for enterprise teams. Beautiful.ai keeps every deck on-brand and ready to share across the whole company.

The vendor about itself · beautiful.ai
Beautiful.ai — image from the vendor's website
Image: Beautiful.ai, source beautiful.ai

Gamma

Teams in general · App

AI at the core

Creates presentations, web pages and social graphics from a text prompt. A fit when you need a decent first draft fast and will polish it yourself.

Gamma is your free-to-use AI design partner for creating effortless presentations, websites, and more. No coding or design skills required.

The vendor about itself · gamma.app
Gamma — image from the vendor's website
Image: Gamma, source gamma.app

Prezi

Educators & publishers · App

Software with AI features

An interactive presentation platform with a zoomable canvas, live polls and quizzes, plus AI help for creation. Aimed at educators, trainers and teams.

Prezi is an interactive presentation platform for educators, trainers, and teams. Bring the slides you have or describe what you're covering, run live polls and quizzes everyone joins from their phone, then share one link that keeps working after the session.

The vendor about itself · prezi.com
Prezi — image from the vendor's website
Image: Prezi, source prezi.com

Audio & Video Production 5

Castmagic

Creators & media teams · App

AI at the core

Turns long audio recordings into transcripts, summaries, quotes and social posts. Made for podcasters and creators who want more content from each episode.

Turn long form audio into ready to use content assets, instantly. 10x your content. Upload your Mp3, download transcripts, notes, summaries, highlights, quotes, social posts, & more.

The vendor about itself · castmagic.io
Castmagic — image from the vendor's website
Image: Castmagic, source castmagic.io

Descript

Creators & media teams · App

AI at the core

An audio and video editor where you edit the recording by editing its transcript. A fit for podcasters and video teams who want to cut faster without learning a classic editing program.

Descript is the AI video and audio editor that makes editing as easy as editing text. Record, transcribe, edit, and publish in one tool. Try it free.

The vendor about itself · descript.com
Descript — image from the vendor's website
Image: Descript, source descript.com

DJ.Studio

Creators & media teams · App

Software with AI features

A timeline-based editor for DJ mixes, mashups, radio shows and video mixes on Mac and Windows. It is production software for DJs; automation helps with the mix, but it is not a generative AI tool like Suno.

Create mashups, DJ mixes, radio shows and video mixes faster with DJ.Studio, the timeline-based DAW for DJs on Mac and Windows.

The vendor about itself · dj.studio
DJ.Studio — image from the vendor's website
Image: DJ.Studio, source dj.studio

ngram

Teams in general · App

AI at the core

Creates training, onboarding and demo videos from a prompt or a screen recording and lets you edit scenes by chat. Aimed at company teams, not at filmmakers.

Create perfect AI videos for every team: onboarding, training, demos and explainers from a prompt or a screen recording. Then edit any scene by chatting.

The vendor about itself · ngram.com
ngram — image from the vendor's website
Image: ngram, source ngram.com

Shade

Creators & media teams · App

Software with AI features

Cloud storage for video production with streaming, review and approval, and search in natural language. A fit for post-production teams that drown in files.

Real-time editing, search using natural language, review & approval, all ine one platform - your system of record for your media, all for 50% the cost of competitors.

The vendor about itself · shade.inc
Shade — image from the vendor's website
Image: Shade, source shade.inc

Text-to-Image 12Top 10 →

ChatGPT (GPT Image)

Creators & media teams · App

AI at the core

The image generator most rankings put first. You describe the picture in plain language and refine it in the same chat, and it handles text inside images well. A good default if you want one tool for writing and images.

Use ChatGPT to answer questions, write, create images, complete work, and code—all in one place. Get started for free or download the app.

The vendor about itself · chatgpt.com
ChatGPT (GPT Image) — image from the vendor's website
Image: ChatGPT (GPT Image), source chatgpt.com

Google Gemini (Nano Banana)

Creators & media teams · App

AI at the core

Google’s answer to ChatGPT for images. Strong at editing an existing photo step by step while keeping people and objects consistent. A natural choice if you already work in Google’s apps.

With Nano Banana 2, Gemini's AI image generator and photo editor, you can create high-quality images and edit photos into countless new creations.

The vendor about itself · gemini.google
Google Gemini (Nano Banana) — image from the vendor's website
Image: Google Gemini (Nano Banana), source gemini.google

FLUX (Black Forest Labs)

Developers · Platform / API

AI at the core

A family of image models from a German lab, known for photorealism. There is no classic consumer app: you use FLUX through its API, inside other tools, or run the open-weight versions yourself. Best for developers and teams that want control.

Black Forest Labs is building visual intelligence: models that understand, reason, and act in the world. Use FLUX models via our API.

The vendor about itself · bfl.ai
FLUX (Black Forest Labs) — image from the vendor's website
Image: FLUX (Black Forest Labs), source bfl.ai

Ideogram

Creators & media teams · App

AI at the core

The specialist for images that contain words. Posters, headlines and wordmarks come out readable more often than with general tools. Worth a look when typography matters more than photorealism.

Use purpose-built AI apps, access major image and video models through one API, and build on Ideogram 4.0, our open model.

The vendor about itself · ideogram.ai
Ideogram — image from the vendor's website
Image: Ideogram, source ideogram.ai

Recraft

Creators & media teams · App

AI at the core

Built for design work rather than for single pictures. It creates logos, icons and illustrations as real vector files and keeps one style across a whole set. Useful for brand assets.

Recraft is a top-ranked text-to-image model and design platform for photorealism, vector generation, custom styles, mockups, and more

The vendor about itself · recraft.ai
Recraft — image from the vendor's website
Image: Recraft, source recraft.ai

Midjourney

Creators & media teams · App

AI at the core

The reference for artistic image quality. Rankings praise its textures, lighting and recognizable style; they also note that it is weaker at text inside images. A tool for mood, concept art and visuals with character.

An independent research lab exploring new mediums of thought and expanding the imaginative powers of the human species.

The vendor about itself · midjourney.com
Midjourney — image from the vendor's website
Image: Midjourney, source midjourney.com

Adobe Firefly

Creators & media teams · App

AI at the core

Adobe’s generator, positioned as safe for commercial use because its own models are trained on licensed content. The main advantage is the integration: you generate and edit inside Photoshop and Premiere. It appears on both our image list and our video list.

Firefly gives you the speed, control, and creative freedom to go from idea to high-quality content. Generate images, video, audio and more with 30+ AI models, all in one place.

The vendor about itself · firefly.adobe.com
Adobe Firefly — image from the vendor's website
Image: Adobe Firefly, source firefly.adobe.com

Grok Imagine (xAI)

Creators & media teams · App

AI at the core

The image and video feature of the Grok assistant. It ranks high in blind comparisons of image quality and is fast. It is named mostly by leaderboards, less often by editorial lists.

Grok is an AI assistant built by SpaceXSI. Chat, create images, write code, and get real-time answers from the web and X.

The vendor about itself · grok.com
Grok Imagine (xAI) — image from the vendor's website
Image: Grok Imagine (xAI), source grok.com

Meta AI

Creators & media teams · App

AI at the core

Meta’s assistant with built-in image generation, available where many people already are: WhatsApp, Instagram and the web. Easy to try; aimed at quick social content rather than production work.

Use Meta AI to get things done. Create AI-generated images for free, edit photos, shop, find places to go, and get answers to any question. Start now.

The vendor about itself · meta.ai
Meta AI — image from the vendor's website
Image: Meta AI, source meta.ai

Seedream (ByteDance)

Developers · Platform / API

AI at the core

The image model from the company behind TikTok. It scores well in blind comparisons and can work from several reference images at once. In Western rankings it appears mainly on leaderboards.

Create AI video, image, and short drama with Dreamina for ads, social content, product visuals, and visual storytelling. Powered by leading AI models including Seedream, Seedance, GPT Image, Sora, and more.

The vendor about itself · dreamina.capcut.com
Seedream (ByteDance) — image from the vendor's website
Image: Seedream (ByteDance), source dreamina.capcut.com

Canva

Marketing teams · App

Software with AI features

A design tool first, an image generator second. You generate a picture and place it straight into a social post, slide or flyer. Practical for marketing teams that do not need the last bit of image quality.

Turn a text prompt into an image with Canva’s free AI image generator. Pick a style and aspect ratio, generate, then refine until it’s right.

The vendor about itself · canva.com
Canva — image from the vendor's website
Image: Canva, source canva.com

Leonardo.Ai

Creators & media teams · App

AI at the core

A creative suite popular with game and concept artists. It offers many models and fine control, and it is good at keeping a character consistent across images.

Scale campaigns and content production with Leonardo for Teams. AI creative tools for marketing and design leaders to deliver more, faster.

The vendor about itself · leonardo.ai
Leonardo.Ai — image from the vendor's website
Image: Leonardo.Ai, source leonardo.ai

Text-to-Video 11Top 10 →

Luma

Creators & media teams · App

AI at the core

A creative AI platform for video generation and image creation, built on its own models (Ray and Uni). Relevant for creative teams, and one reason generated video is getting harder to tell from real footage; see AI Security on how to spot a deepfake.

Luma AI is the creative AI platform for video generation and image creation. Powered by the world's leading video generation models, Ray and Uni, and creative agents handling end-to-end workflows. Trusted by leading agencies and brands. Try it free.

The vendor about itself · lumalabs.ai
Luma — image from the vendor's website
Image: Luma, source lumalabs.ai

Google Veo

Creators & media teams · Platform / API

AI at the core

The video generator named most often across the rankings we counted. It creates clips with matching sound and follows prompts closely. You reach it through Google’s Gemini app and its filmmaking tool Flow.

Google Veo — image from the vendor's website
Image: Google Veo, source deepmind.google

Runway

Creators & media teams · App

AI at the core

The established tool for filmmakers and editors. Rankings value its control: camera moves, motion tools and a full editor around the generator. Suited to people who want to direct a shot, not just get one.

Runway is building foundational Real-World Intelligence that can understand, simulate and act in the world. We offer products and services built on-top of this intelligence to empower individuals and organizations to do more in the world.

The vendor about itself · runwayml.com
Runway — image from the vendor's website
Image: Runway, source runwayml.com

Kling AI

Creators & media teams · App

AI at the core

A regular runner-up in the rankings. Sources highlight realistic movement of people and comparatively long clips.

Create high-quality AI videos and images with Kling AI. Turn text, images, and references into multimodal creative content in one studio.

The vendor about itself · klingai.com
Kling AI — image from the vendor's website
Image: Kling AI, source klingai.com

Seedance (ByteDance)

Developers · Platform / API

AI at the core

ByteDance’s video model, strong in blind comparisons. Sources praise its camera movement and the way it keeps a product or character consistent from several reference images.

Create AI video, image, and short drama with Dreamina for ads, social content, product visuals, and visual storytelling. Powered by leading AI models including Seedream, Seedance, GPT Image, Sora, and more.

The vendor about itself · dreamina.capcut.com
Seedance (ByteDance) — image from the vendor's website
Image: Seedance (ByteDance), source dreamina.capcut.com

Pika

Creators & media teams · App

AI at the core

The quick, playful option. Pika focuses on short clips and effects that fit social media trends, with simple controls.

AI creative tools. Built for Creatives.

The vendor about itself · pika.art
Pika — image from the vendor's website
Image: Pika, source pika.art

LTX Studio

Creators & media teams · App

AI at the core

A tool that starts with the storyboard. You break a script into scenes and shots and control each one, which makes it interesting for ads and short films. The underlying LTX model is also available as open source.

LTX is the all-in-one creative studio for AI video production. Built for creative teams, marketers, and filmmakers, it turns ideas into complete, production-ready videos — faster than ever.

The vendor about itself · ltx.studio
LTX Studio — image from the vendor's website
Image: LTX Studio, source ltx.studio

Wan (Alibaba)

Developers · Platform / API

AI at the core

Alibaba’s video models. The newest version leads the blind comparison we looked at, and earlier versions are open source, which makes Wan a common choice for running video generation on your own hardware.

Wan is an AI creative platform. It aims to lower the barrier to creative work using artificial intelligence, offering features like text-to-image, image-to-image, text-to-video, image-to-video, and image editing.

The vendor about itself · wan.video
Wan (Alibaba) — image from the vendor's website
Image: Wan (Alibaba), source wan.video

Hailuo AI (MiniMax)

Creators & media teams · App

AI at the core

The video app of the Chinese lab MiniMax. It ranks high in blind comparisons for realism. One of our sources points to a copyright lawsuit that film studios have filed against the company — worth knowing before commercial use.

Create AI videos and images from text or photos with Hailuo AI. Explore video, image, and meme tools built for creators and social content online.

The vendor about itself · hailuoai.video
Hailuo AI (MiniMax) — image from the vendor's website
Image: Hailuo AI (MiniMax), source hailuoai.video

Synthesia

Enterprises · App

AI at the core

Not a film generator but a presenter generator: you type a script and an AI avatar speaks it, in many languages. Widely used for corporate training. Avatar video is also where deepfake questions start — see AI Security on how to spot a deepfake.

Official Synthesia site. The AI video platform trusted by 90%+ of the Fortune 100 to communicate, train, and upskill teams in 140+ languages.

The vendor about itself · synthesia.io
Synthesia — image from the vendor's website
Image: Synthesia, source synthesia.io

HeyGen

Marketing teams · App

AI at the core

Avatar videos for marketing and sales: talking-head clips, your own digital twin, and translation that matches the lip movement.

Be your best self, every time. Create clear, confident AI videos with your Personal Avatar—your face and voice, without filming every video. Try it free.

The vendor about itself · heygen.com
HeyGen — image from the vendor's website
Image: HeyGen, source heygen.com

Text-to-Music 9Top 10 →

Suno

Creators & media teams · App

AI at the core

Generates complete songs, with vocals and instruments, from a text prompt. Fast for ideas and demos; check the usage rights of your plan before you publish or sell a track.

Create stunning original music for free in seconds using our AI generator. Make your own masterpieces, share with friends, and discover music from artists worldwide.

The vendor about itself · suno.com
Suno — image from the vendor's website
Image: Suno, source suno.com

Udio

Creators & media teams · App

AI at the core

The main rival of Suno and on every list we counted. Sources describe strong audio quality and more control, such as regenerating a single section, in exchange for a steeper learning curve.

Discover, create, and share music with the world. Use the latest technology to create AI music in seconds.

The vendor about itself · udio.com
Udio — image from the vendor's website
Image: Udio, source udio.com

AIVA

Creators & media teams · App

AI at the core

A composer rather than a song machine. AIVA writes instrumental scores for film, games and video and lets you export MIDI to keep working in your own software.

AIVA, your AI music generation assistant

The vendor about itself · aiva.ai
AIVA — image from the vendor's website
Image: AIVA, source aiva.ai

Soundraw

Creators & media teams · App

AI at the core

Background music you can shape: choose mood, genre and length, then adjust the arrangement. The company says its models are trained on in-house recordings, which is why licensing comes up in many reviews.

AI music generator that lets you create royalty free beats in seconds. Customize every instrument, download stems, monetize your music—try SOUNDRAW for free.

The vendor about itself · soundraw.io
Soundraw — image from the vendor's website
Image: Soundraw, source soundraw.io

Boomy

Creators & media teams · App

AI at the core

The lowest barrier to a finished track: pick a style, generate, release. Rankings note that control over the result is limited.

Boomy — image from the vendor's website
Image: Boomy, source boomy.com

Mubert

Creators & media teams · Platform / API

AI at the core

Endless instrumental background music for streams, videos and apps, generated in seconds. No vocals; the strength is length and consistency, plus an API for products.

Discover Mubert, the best AI music generator for royalty free music ➠ Generate music from text prompts for videos and projects online ✓ Create royalty free audio

The vendor about itself · mubert.com
Mubert — image from the vendor's website
Image: Mubert, source mubert.com

Mureka

Creators & media teams · App

AI at the core

A song generator built around your own input: lyrics, a hummed tune or a reference track. Sources mention stem separation as a plus for people who want to keep editing.

Create full songs, vocals, lyrics, and instrumentals from text prompts with Mureka, an AI music generator for creators.

The vendor about itself · mureka.ai
Mureka — image from the vendor's website
Image: Mureka, source mureka.ai

Beatoven.ai

Creators & media teams · App

AI at the core

Background music for video makers and podcasters. You set mood changes along the timeline so that the music follows your edit.

Create royalty-free, background music with the power of AI. Recommended for videos, podcasts & games. Try now!

The vendor about itself · beatoven.ai
Beatoven.ai — image from the vendor's website
Image: Beatoven.ai, source beatoven.ai

Loudly

Creators & media teams · App

AI at the core

Fast music for social and ad content. You choose genre, energy and length and get a finished track to download.

Create, remix, master, split stems and release music with Loudly’s AI music platform. Generate royalty-free tracks, samples and versions for videos, social media, streaming and commercial use.

The vendor about itself · loudly.com
Loudly — image from the vendor's website
Image: Loudly, source loudly.com

Text-to-Voice 10Top 10 →

ElevenLabs

Creators & media teams · App

AI at the core

AI voices for text to speech, voice cloning, dubbing and voice agents, with APIs for developers. Voice cloning is also why the technology matters for deepfakes; our AI Security section explains what to look for.

Create lifelike speech with our AI voice generator and voice agents platform. Access 5,000+ voices in 90+ languages with secure APIs and SDKs.

The vendor about itself · elevenlabs.io
ElevenLabs — image from the vendor's website
Image: ElevenLabs, source elevenlabs.io

Murf AI

Creators & media teams · App

AI at the core

Generates voiceovers from text and dubs videos into other languages, also through an API. A direct alternative to ElevenLabs; compare voices in your language before you choose.

Generate human-like speech and deploy Conversational agents with Murf AI. The complete AI Voice platform trusted by 10 million+ developers, businesses, and creators.

The vendor about itself · murf.ai
Murf AI — image from the vendor's website
Image: Murf AI, source murf.ai

Speechify

Students & researchers · App

AI at the core

Best known as a reading app: it turns articles, PDFs and books into audio, which helps with studying and accessibility. A separate studio product covers voiceovers.

Speechify reads anything aloud to you. Listen to books, PDFs, or web pages anytime with natural voices. Try Speechify free.

The vendor about itself · speechify.com
Speechify — image from the vendor's website
Image: Speechify, source speechify.com

WellSaid

Enterprises · App

AI at the core

A curated set of polished voices for companies. Rankings point to word-level control over pronunciation and pacing, and to its focus on e-learning and corporate narration.

Create professional-quality voice overs in any dialect or production style with our secure AI voices. Try WellSaid’s text-to-speech AI voices for free today.

The vendor about itself · wellsaid.io
WellSaid — image from the vendor's website
Image: WellSaid, source wellsaid.io

LOVO

Creators & media teams · App

AI at the core

Voiceovers for ads, social clips and training, with a large voice catalog and controls for emotion. When we collected the data on October 12, 2026, the vendor’s website was temporarily unavailable.

Google Cloud Text-to-Speech

Developers · Platform / API

AI at the core

A developer service, not an app. You send text and get audio back, at scale and in many languages. Google’s newer Gemini voices rank high in the blind comparison we looked at.

Convert text to lifelike audio with Gemini-powered AI voices. Choose from 380+ natural-sounding voices across 75+ languages and variants.

The vendor about itself · cloud.google.com
Google Cloud Text-to-Speech — image from the vendor's website
Image: Google Cloud Text-to-Speech, source cloud.google.com

Amazon Polly

Developers · Platform / API

AI at the core

The speech building block inside AWS. Reliable and easy to scale for teams already on Amazon’s cloud; less about expressive voices, more about infrastructure.

Amazon Polly turns text into lifelike speech, allowing you to create applications that talk and build entirely new categories of speech-activated applications.

The vendor about itself · aws.amazon.com
Amazon Polly — image from the vendor's website
Image: Amazon Polly, source aws.amazon.com

Fish Audio

Creators & media teams · Platform / API

AI at the core

A newer name that two of our sources rank near the top, praised for natural voice cloning. Cloned voices are also the technology behind audio deepfakes — see AI Security on how to spot a deepfake.

Studio-grade AI text-to-speech and voice cloning. Start using free industry-leading voice generator today with emotion control and 2m+ voices in 8 languages.

The vendor about itself · fish.audio
Fish Audio — image from the vendor's website
Image: Fish Audio, source fish.audio

Hume AI (Octave)

Developers · Platform / API

AI at the core

Hume’s Octave model lets you describe the voice you want in words instead of choosing from a list. Its focus is emotional expression, also for real-time voice agents.

Hume helps frontier labs and enterprises build more emotionally intelligent voice AI through voice-native evaluation, human judgment, and evidence that guides improvement.

The vendor about itself · hume.ai
Hume AI (Octave) — image from the vendor's website
Image: Hume AI (Octave), source hume.ai

Inworld

Developers · Platform / API

AI at the core

Speech for products that talk back in real time. It is in the top ten of the blind comparison we looked at and targets developers who build voice agents and game characters.

Realtime TTS and STT models, LLM serving, and the inference behind both, all through modular APIs. Customers cut voice and AI costs 40% to 95% after moving to Inworld.

The vendor about itself · inworld.ai
Inworld — image from the vendor's website
Image: Inworld, source inworld.ai