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

51.
Neptune.ai
Neptune.aiContact Sales

Real-time experiment tracking for frontier AI training, now owned by OpenAI

25/100At Risk
52.
Liner AI
Liner AIFreemium

AI research and note-taking tool that captures, organizes, and synthesizes web content.

25/100At Risk
53.
Pth.AI
Pth.AIFree

AI search engine for developers that prioritizes code snippets.

25/100At Risk
54.
Elephant
ElephantPaid

AI knowledge management that centralizes team info with fast natural language search for mid-sized teams.

25/100At Risk
55.
Option Alpha
Option AlphaPaid

No-code options trading automation with backtesting, bots, and paper trading.

25/100At Risk
56.
Naver HyperClova X
Naver HyperClova XPaid

Korean enterprise LLM — consumer CLOVA X service ended April 2026

25/100At Risk
57.
CSM AI
CSM AIFreemium

Turn video into 3D scenes with cloud-based AI reconstruction

25/100At Risk
58.
Outlines
OutlinesFree

Open-source Python library for guaranteed valid structured outputs from LLMs

25/100At Risk
59.
Hex Security
Hex SecurityPaid

AI-native container security purpose-built for Kubernetes and cloud-native workloads.

25/100At Risk
60.
Forage Mail
Forage MailFreemium

AI email assistant that triages your inbox and drafts replies for $8.25/month.

25/100At Risk
61.
Firsthand
FirsthandFree

AI career coaching with skill adjacency mapping for displaced workers.

25/100At Risk
62.
Pezzo
PezzoFreemium

Open-source prompt management and observability for LLMs

25/100At Risk
63.
xquant-beginner
xquant-beginnerFreemium

Open-source, beginner-friendly book on quantitative trading for Chinese readers.

25/100At Risk
64.
Mirror
MirrorFreemium

Turn one selfie into personalized cartoon avatars and 1,000+ stickers for messaging.

25/100At Risk
65.
CountBot
CountBotFree

开源本地 AI Agent 中枢:连接 100+ 模型与多渠道 IM,支持私有化部署。

25/100At Risk
66.
TheFastest.ai
TheFastest.aiFree

Daily-updated LLM speed benchmarks measuring TTFT, TPS, and total time across regions.

25/100At Risk
67.
Glade
GladeContact Sales

On-device AI NPC agent and LLM toolkit for game prototyping

25/100At Risk
68.
White Label AI Chatbot
White Label AI ChatbotFreemium

Launch your own branded AI chatbot reselling platform powered by ChatGPT and Gemini.

25/100At Risk
69.
MusicLM
MusicLMFree

Google's AI research model for high-fidelity text-to-music generation at 24 kHz

25/100At Risk
70.
Llamatik
LlamatikFreemium

Private on-device LLM, speech-to-text, and image generation for Kotlin Multiplatform.

25/100At Risk
71.
sandboxd
sandboxdFree

Self-hosted AI coding sandboxes on your own hardware, with preview URLs and agent CLIs built in.

25/100At Risk
72.
adhd
adhdFree

An open-source inference-time method for coding agents that fans out parallel ideation branches to escape premature convergence.

25/100At Risk
73.
BrowserBook
BrowserBookFreemium

AI-powered IDE for deterministic browser automations.

25/100At Risk
74.
Popsy
PopsyFreemium

Find new customers on Reddit with AI-powered lead generation and personalized messages.

25/100At Risk
75.
Free AI Image Extender
Free AI Image ExtenderFree

Free AI tool to extend images in any direction, no signup required.

25/100At Risk
76.
TaOS
TaOSFreemium

Self-hosted AI agent OS with offline memory and chat on your own hardware.

25/100At Risk
77.
SnowBrain
SnowBrainFree

Open-source AI assistant that turns plain-English questions into Snowflake SQL.

25/100At Risk
78.
SaveDay
SaveDayFreemium

AI bookmark manager with summaries, key points, and Q&A – closing April 30, 2026

25/100At Risk
79.
Euphony
EuphonyFree

Interactive timeline visualization for Harmony and Codex CLI agent logs

25/100At Risk
80.
Biker 2.0: Bicycle track & maintain
Biker 2.0: Bicycle track & maintainFreemium

AI app that photo-detects bike components and sends maintenance reminders.

25/100At Risk
81.
Aether
AetherPaid

AI roof and exterior measurement reports from phone photos in minutes.

25/100At Risk
82.
Blackbox
BlackboxFreemium

Extract code from videos, PDFs, and images instantly.

25/100At Risk
83.
VERSES
VERSESContact Sales

Enterprise cognitive AI using active inference for explainable finance decisions

25/100At Risk
84.
Voxqube for YouTube creators
Voxqube for YouTube creatorsContact Sales

Simple, human-reviewed AI dubbing for YouTube creators to localize videos into multiple languages.

25/100At Risk
85.
InVideo
InVideoFreemium

AI video generator that turns text prompts into publish-ready videos with 200+ AI models.

25/100At Risk
86.
Modyfi
ModyfiFreemium

Browser-based design platform combining AI generation, motion design, and non-destructive editing in a single workspace.

25/100At Risk
87.
HOUSE OF ESSE
HOUSE OF ESSEFreemium

Free browser-based 3D garment design and real-time visualization

25/100At Risk
88.
Typist AI
Typist AIFreemium

AI copilot for every textbox on the web—reply, draft, translate, and generate formulas anywhere you type.

25/100At Risk
89.
Gatling AI Assistant for VS Code
Gatling AI Assistant for VS CodeFreemium

AI-powered Gatling test creation in VS Code with BYO-LLM

25/100At Risk
90.
Bark
BarkPaid

AI-powered parental controls that detect real dangers in texts, social media, and GPS location.

25/100At Risk
91.
Online PS Editor
Online PS EditorFree

Free, private, browser-based Photoshop alternative with local AI editing.

25/100At Risk
92.
CodeRAG
CodeRAGFree

Local-first semantic code search that runs offline with hybrid retrieval and no API keys, ideal for privacy-focused developers.

25/100At Risk
93.
rivva
rivvaPaid

AI daily planner that syncs with wearables to protect your energy and deep work.

25/100At Risk
94.
Voice AI
Voice AIFreemium

Real-time AI voice changer, cloning, TTS, and AI voice agents for gaming, content, and enterprise.

25/100At Risk
95.
Doctrina AI
Doctrina AIFreemium

AI-powered study and teaching platform for personalized learning.

25/100At Risk
96.
TextBrewer
TextBrewerFree

Open-source PyTorch toolkit for compressing transformer NLP models via knowledge distillation.

25/100At Risk
97.
Fetchr
FetchrPaid

AI personal shopper curating try-before-you-buy clothing boxes

25/100At Risk
98.
kimiflare
kimiflarePaid

Terminal-native AI coding agent powered by Kimi K2.6 on Cloudflare Workers, no middleman.

25/100At Risk
99.
Loopi
LoopiFree

Open-source, local-first desktop automation with visual workflows and self-patching AI agents.

25/100At Risk
100.
Rebuff
RebuffFreemium

AI agent that fights debt collectors, landlords, and bureaucrats for you

25/100At Risk

278 tools found

Need safer alternatives?

Tell us your use case and we'll recommend tools with strong viability scores — or see the full AI Tools Deadpool report for catalog-wide mortality data.

Find Safe Alternatives