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.

335 tools · Updated October 2026

301.
Instructgpt Prompts
Instructgpt PromptsFreemium

Curated instruction prompts for reliable GPT-3.5/GPT-4 text generation and classification.

37/100At Risk
302.
VitalStrata
VitalStrataContact Sales

AI risk adjustment platform that reconstructs longitudinal patient records to catch HCC coding gaps before submission

37/100At Risk
303.
FaceVary
FaceVaryFree

Free browser-based AI face swap for photos and GIFs, with no sign-up and no watermark on your downloads.

37/100At Risk
304.
SecReport
SecReportPaid

SecReport is a Chinese SaaS for collaborative, AI-assisted security report writing by small and mid-sized security service teams.

37/100At Risk
305.
Alemia AI
Alemia AIFreemium

Upload a CSV, Excel, JSON, or SQL dataset and ask plain-English questions to get charts, forecasts, and PDF reports.

37/100At Risk
306.
Ms Yvonne
Ms YvonneFreemium

AI face aging videos that tell your life story in seconds.

37/100At Risk
307.
lmChatGPTtfy
lmChatGPTtfyFree

Generate shareable links that pre-fill ChatGPT prompts with a playful nudge.

37/100At Risk
308.
MacGPT
MacGPTFreemium

MacGPT puts ChatGPT in your macOS menu bar, a global popup text field, and inline in any text field you type in.

37/100At Risk
309.
Wiz.chat
Wiz.chatFree

Free, private AI character chat that runs entirely in your Chrome browser, with a local model on your own GPU and no sign-up or downloads.

38/100At Risk
310.
Take2 AI
Take2 AIContact Sales

AI phone screening for healthcare recruiting: Take2 AI agents source, screen, verify licenses, and schedule clinical candidates 24/7.

38/100At Risk
311.
PropRise
PropRiseContact Sales

PropRise automates CRE underwriting with source-cited models and screens 450,000 trade areas for self-storage deals

38/100At Risk
312.
TempoTokens
TempoTokensFree

Research method from Hebrew University that adds audio conditioning to an off-the-shelf text-to-video model with a lightweight adaptor network.

38/100At Risk
313.
Quantstruct
QuantstructContact Sales

Quantstruct builds hotel housekeeping robots, starting with a linen-folding study unit (HSK-01) now in v0.1.

38/100At Risk
314.
Coframe
CoframeContact Sales

Coframe is a managed AI growth agent that writes, tests, and personalizes landing page and UI variations to lift conversion rates.

38/100At Risk
315.
OffDeal
OffDealContact Sales

OffDeal is an AI-native M&A advisory service that matches $5M–$100M business sellers with strategic buyers and runs a competitive auction.

38/100At Risk
316.
Optimate
OptimateContact Sales

Nebuly turns the conversations employees and customers have with your AI agents into adoption, fluency and ROI numbers for enterprise leaders.

38/100At Risk
317.
PangeAI
PangeAIContact Sales

PangeAI is an AI agent platform for earth data that answers physical-world questions about your assets in plain language.

38/100At Risk
318.
Nekton
NektonFreemium

Nekton turns a plain-English task description into cloud automation code that runs itself.

38/100At Risk
319.
Philon
PhilonContact Sales

Open-source general-purpose robots that automate unsafe and repetitive tasks.

38/100At Risk
320.
The Ultimate SEO Prompt Collection
The Ultimate SEO Prompt CollectionPaid

A $5 Gumroad download of 50+ copy-paste SEO prompts for ChatGPT, delivered as a Notion file.

38/100At Risk
321.
Apriora
AprioraContact Sales

Apriora's AI recruiter Alex runs first-round video, phone, SMS, and WhatsApp interviews 24/7.

39/100At Risk
322.
ColossalAI
ColossalAIFree

Open-source distributed training stack for sharding large transformer and diffusion models across your own GPU cluster.

39/100At Risk
323.
OpenRead
OpenReadFreemium

OpenRead is an AI research platform combining paper search, cited Q&A, cross-paper comparison, notes, and writing help in one browser workspace.

39/100At Risk
324.
MangoDesk
MangoDeskFree

MangoDesk builds production-grade reinforcement learning environments for long-horizon AI evaluation.

39/100At Risk
325.
Blended Diffusion
Blended DiffusionFree

CVPR 2022 reference code for text-driven local image edits: draw a mask, write a prompt, edit only that region.

39/100At Risk
326.
Mcpcan
McpcanFree

Self-hosted MCP service management platform that deploys each Model Context Protocol server as a standardized container.

39/100At Risk
327.
Lanesurf
LanesurfContact Sales

AI carrier sales reps that call, email, and text carriers to source capacity and book freight loads

39/100At Risk
328.
Finvest
FinvestFreemium

Finvest pairs Finn, an AI wealth manager, with account aggregation, research and an optional Alpaca brokerage account.

39/100At Risk
329.
PathPilot
PathPilotContact Sales

PathPilot runs AI voice agents and chat agents that work early-stage delinquent credit accounts before they reach a collection agency.

39/100At Risk
330.
AI Resumma
AI ResummaPaid

AI summarizer and translator for text, Word, PDF, PPT, web links and images, paid for with non-expiring credits.

39/100At Risk
331.
Litepali
LitepaliFree

LitePali is a small open-source Python library for image-based document retrieval built on the ColPali architecture.

39/100At Risk
332.
AI Interior Room Planner
AI Interior Room PlannerFreemium

Upload one photo of a small room and get AI layout, color, lighting, and furniture-arrangement ideas plus a chat with an AI design expert.

39/100At Risk
333.
Incognide
IncognideFree

Incognide is a local-first desktop environment for knowledge work with built-in AI agents, coding tools, and document editing.

39/100At Risk
334.
Comena
ComenaContact Sales

Comena automatisiert die Auftragserfassung von der Inbox bis ins ERP mit KI-Agenten für technische Großhändler und Distributoren.

39/100At Risk
335.
Flashbot
FlashbotFreemium

Flashbot builds no-code AI agents for WhatsApp with voice-note transcription, spoken replies, web search and webhooks.

39/100At Risk

335 tools found

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