Viability Scores

At-Risk AI Tools

These tools scored below 40on our viability model. In most cases the tool’s own homepage no longer resolves when we probe it, which caps the score regardless of anything else. The rest have very little evidence behind them — nothing published beyond a landing page and almost no discussion anywhere. Check before building critical workflows around them, and tell us if we have one wrong.

278 tools · Updated September 2026

1.
Deep 6 AI
Deep 6 AIContact Sales

AI-driven clinical trial patient matching and recruitment from EMR data.

0/100At Risk
2.
Imagene AI
Imagene AIFree

Free AI face generator for realistic human portraits with simple controls

0/100At Risk
3.
HowToChat
HowToChatFree

Free step-by-step tutorials to master ChatGPT, Midjourney, and other AI tools.

0/100At Risk
4.
Tokovo
TokovoContact Sales

Create immersive, AI-powered shows that live inside your phone.

0/100At Risk
5.
Findnlink
FindnlinkFree

Free AI project scaffold for idea-stage founders.

5/100At Risk
6.
ViralWorks_Studio
ViralWorks_StudioFreemium

AI-powered product visuals and short-form videos for e-commerce and social media.

9/100At Risk
7.
WolframAlpha
WolframAlphaFreemium

Compute verified, expert-level answers from curated data and algorithms.

11/100At Risk
8.
PlayAI
PlayAIFreemium

AI voice generator for lifelike text-to-speech and voice cloning.

11/100At Risk
9.
Cape Analytics
Cape AnalyticsContact Sales

AI property intelligence for insurance and real estate risk

11/100At Risk
10.
Synthesis AI
Synthesis AIPaid

Enterprise AI avatar video platform for lifelike voiceovers at scale

11/100At Risk
11.
Azara
AzaraContact Sales

AI-native CDP that unifies customer data and automates AI-driven segmentation and activation.

11/100At Risk
12.
GeminiGenAI
GeminiGenAIFreemium

Create images, videos, and speech with one AI tool.

11/100At Risk
13.
Netsaur
NetsaurFree

Deno-native ML library for building neural nets with GPU, WASM, and CPU backends in TypeScript.

14/100At Risk
14.
Talos
TalosPaid

Decentralized, unfiltered AI inference on a peer-to-peer GPU network.

15/100At Risk
15.
MyReply
MyReplyPaid

Automate Google review replies with AI to boost local SEO and save hours weekly.

17/100At Risk
16.
Humiris
HumirisFreemium

Route every AI query to the best model for accuracy and cost efficiency.

20/100At Risk
17.
Watto AI
Watto AIFreemium

No-code AI voice agents for lead gen, support, and ordering.

20/100At Risk
18.
Clientence
ClientenceFreemium

Automated client reports from GitHub commits, delivered monthly.

20/100At Risk
19.
Applaime
ApplaimeFreemium

AI cover letter generator that personalizes applications fast

21/100At Risk
20.
reviewgenerator.app
reviewgenerator.appFreemium

AI review generator that builds realistic product reviews for shops with zero sales.

21/100At Risk
21.
Scribe AI
Scribe AIFreemium

AI chat assistant in VS Code to understand, modify, and comment code.

21/100At Risk
22.
ChatTab
ChatTabFreemium

Fast native macOS ChatGPT client with tabs, global shortcuts, and pay-as-you-go pricing

21/100At Risk
23.
Telegram Chatgpt Bot
Telegram Chatgpt BotFree

Self-hosted ChatGPT bot for Telegram with voice, image generation, and multi-user support.

21/100At Risk
24.
Life Key
Life KeyFreemium

Generate a futuristic mini-you and explore personality with AI.

21/100At Risk
25.
CommandDash
CommandDashFreemium

Expert AI agents trained on GitHub repos for library-specific coding help.

21/100At Risk
26.
Babylon Health
Babylon HealthFreemium

AI-powered virtual healthcare for symptom triage and doctor consultations.

22/100At Risk
27.
Wonder Pet
Wonder PetFreemium

AI pet health companion for symptom triage, wellness tracking, and vet guidance.

22/100At Risk
28.
Coqui
CoquiFree

Open-source text-to-speech and voice cloning toolkit for developers.

22/100At Risk
29.
Bright Data Dataset Marketplace
Bright Data Dataset MarketplaceFreemium

Bright Data's web data platform for AI training and agentic access

22/100At Risk
30.
Somme.ai
Somme.aiPaid

AI content generation made simple for writers and marketers.

22/100At Risk
31.
Whatlang Rs
Whatlang RsFree

Pure Rust language detection library for 80+ languages.

24/100At Risk
32.
Nectar Energy
Nectar EnergyContact Sales

AI energy optimization and automated ESG reporting for commercial buildings.

25/100At Risk
33.
Marvin
MarvinFree

An open-source Python framework that turns ordinary functions into AI-powered tools via simple decorators.

25/100At Risk
34.
Spectral Labs SGS-1
Spectral Labs SGS-1Freemium

Decentralized AI inference with sub-5ms latency and verifiable compute

25/100At Risk
35.
Radiant Security
Radiant SecurityContact Sales

Agentic AI SOC platform that triages 100% of alerts with transparent reasoning.

25/100At Risk
36.
ThinkLabs AI
ThinkLabs AIFreemium

AI decision engine that helps you evaluate, compare, and select AI tools with confidence.

25/100At Risk
37.
Thunderbit
ThunderbitFreemium

Turn any webpage into clean, structured data with AI in one click—no code or CSS selectors.

25/100At Risk
38.
Play.ht
Play.htFreemium

AI voice generator with 900+ voices and 142 languages

25/100At Risk
39.
ZMO.ai
ZMO.aiFreemium

AI fashion model generator and background editor for e-commerce

25/100At Risk
40.
OctoAI
OctoAIFreemium

High-performance AI inference platform for production ML models.

25/100At Risk
41.
FusionAds.ai
FusionAds.aiFreemium

Turn any URL into multi-channel ads in seconds with AI.

25/100At Risk
42.
Hour One
Hour OnePaid

Turn text into professional AI video presenters with Hour One's text-to-video platform.

25/100At Risk
43.
Prospera
ProsperaPaid

AI crop monitoring and yield analytics for large-scale farms.

25/100At Risk
44.
Tome
TomeFreemium

Turn prompts into polished, narrative-driven slide decks in minutes.

25/100At Risk
45.
Vue.ai
Vue.aiContact Sales

Vue.ai is an enterprise AI orchestration platform that unifies data, customer, automation, and optimization hubs for rapid AI transformation.

25/100At Risk
46.
TablePlus
TablePlusPaid

Fast, native GUI for MySQL, PostgreSQL, SQLite & more

25/100At Risk
47.
Masterpiece Studio
Masterpiece StudioFreemium

AI-powered 3D creation suite for game-ready models

25/100At Risk
48.
Photomyne
PhotomynePaid

AI photo scanning app that auto-crops, restores, and colorizes old photos fast.

25/100At Risk
49.
G3D.AI
G3D.AIFreemium

AI-native 3D modeling for rapid asset creation.

25/100At Risk
50.
Final Touch
Final TouchContact Sales

AI podcast post-production: silence removal, filler word cleanup, loudness normalization

25/100At Risk

278 tools found

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