📉 Dead on Arrival

What AI Twitter is building that nobody engages with. DOA = under 1% engagement rate.

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Total with views: 470 DOA (under 1% eng): 120 Hit (1%+ eng): 350 DOA rate: 26%

By Category — What's flopping

CategoryTotalDOAHitDOA RateAvg ViewsAvg Eng Rate
affiliate 1 1 0 100% 4,728 0.1% view →
platform shift 2 1 1 50% 4,996 1.0% view →
growth hack 3 1 2 33% 47,763 2.3% view →
open source drop 3 1 2 33% 1,487 1.9% view →
automation pipeline 38 12 26 32% 2,550 4.5% view →
market signal 94 27 67 29% 37,276 4.4% view →
builder tool 111 31 80 28% 11,568 5.4% view →
open source gold 89 24 65 27% 13,484 2.6% view →
infrastructure 12 3 9 25% 1,188 2.7% view →
passive income stream 29 7 22 24% 2,473 4.0% view →
learning resource 41 7 34 17% 12,683 5.0% view →
content automation 26 4 22 15% 71,709 13.0% view →
model release 9 1 8 11% 1,154 2.0% view →
research 12 0 12 0% 2,122 3.3% view →

By Tag — Topics that don't land

TagTotalDOADOA Rate
#AI tool 5 4 80%
#opportunity 4 3 75%
#AI integration 4 3 75%
#Claude Code 3 2 67%
#context management 3 2 67%
#ChatGPT 3 2 67%
#Gemma 4 6 4 67%
#AI memory 3 2 67%
#fine-tuning 3 2 67%
#efficiency 3 2 67%
#Vercel 3 2 67%
#development 8 5 62%
#optimization 5 3 60%
#GPT-5.4 5 3 60%
#middleware 5 3 60%
#free resource 4 2 50%
#certification 4 2 50%
#upskilling 4 2 50%
#product development 4 2 50%
#GLM-5.1 6 3 50%

Highest Reach, Lowest Engagement — The real DOAs

These got views but nobody cared enough to engage.

AuthorTitleCategoryViewsEng RateLikes
@metaculus AI Labor Automation Tournament Launch market signal 2,776,404 0.02% 409
@openclaw OpenClaw Adds Video & Music Generation, Multilingual UI content automation 1,721,613 0.58% 8,380
@openclaw OpenClaw's Dreaming: AI Memory Consolidation System builder tool 400,631 0.21% 668
@cmd_alt_ecs VidLens: See What's SHOWN in YouTube Videos open source gold 333,959 0.02% 50
@aakashgupta Meta's $14.3B Bet on AI Talent Pays Off market signal 300,886 0.32% 826
@Bitdefender Bitdefender Exposes Malicious Browser Extension learning resource 280,965 0.01% 18
@garrytan GStack-Lite Boosts OpenClaw's Claude Code Tasks builder tool 161,711 0.78% 1,049
@jxnlco Codex Highlights Top Open Source Projects Supported open source gold 85,776 0.79% 589
@adxtyahq GPT-5.4 Pro vs. $20 Plan: A PhD Student's Findings market signal 79,346 0.94% 668
@Zai_org GLM-5.1 Model Now Live on Multiple AI Gateways builder tool 50,094 0.63% 299
@MatthewBerman Remote AI Workflows at 34,000 Feet automation pipeline 31,070 0.40% 101
@FireworksAI_HQ Fireworks Training: Full-Parameter Fine-Tuning in Preview builder tool 28,258 0.76% 190
@ericjackson AI System Flags CEO Sentiment for Market Moves market signal 26,013 0.81% 189
@cursor_ai Warp Decode: New AI Dev Tool builder tool 24,823 0.37% 78
@ArtificialAnlys Muse Spark Token Efficiency Compared to Competitors market signal 23,918 0.67% 143
@AlexEngineerAI PocketPal AI: Run Gemma Models Locally on Mobile builder tool 23,242 0.63% 124
@Vtrivedy10 Bash Harness Hook for Efficient Output Filtering builder tool 21,095 0.69% 130
@itsPaulAi New Open Source Model Competes with Top AI open source gold 20,739 0.93% 160
@zerotalktoai Hive Mind AI Network Powered by Gemma 4 open source gold 18,874 0.36% 48
@Vtrivedy10 Harness Mental Models Walkthrough for AI Builders learning resource 17,316 0.64% 95
@JakehellerAI VTS Launches AI Lease Abstraction for Real Estate market signal 14,473 0.63% 78
@sydneyrunkle LangChain Agent Middleware Community Page builder tool 14,222 0.48% 46
@outsource_ AI Agents for Automated Polymarket Trading passive income stream 14,155 0.79% 97
@jrswab Axe: Open Source Tool to Unbloat Your AI Projects open source gold 13,555 0.38% 51
@glenngabe AI Citation Trends for News Publishers market signal 12,113 0.54% 40