Stop Guessing What to Build.
Every morning, AI scans 28 platforms, cross-validates signals, and ranks emerging tech trends by builder relevance. Free tiershows you what's trending. Pro gives you the full business case — TAM, MVP blueprint, pricing strategy, and risk assessment — so you know exactly what to build and how.
AI Application Plateau Debate
'Why hasn't AI apps exploded in three years' sparks debate amid compute-glut rumors, capturing collective anxiety over AI app commercialization.
On-Device AI Notes
NoteWorthy runs AI notes fully on-device, making privacy-first on-device AI a differentiating direction.
Figma Agent
Figma ships an in-canvas Agent for prompting, editing and prototyping, marking design tools entering the agent-native era.
Egocentric Video to Robot Training Data
TwelveLabs Pegasus 1.6 turns egocentric video into robot training data, opening a new track for embodied-AI data pipelines.
Generative Page Personalization
GenPage 3.0 uses AI to build, personalize and optimize landing pages, closing the loop on marketing page generation.
Agentic Data Workspace
Databench offers an open-source collaborative agentic workspace for data teams, marking data teams as a new target for agent collaboration tools.
Agentic Security Operations Harness
Cloudflare builds an evidence-grounded agentic security operations harness, marking SecOps as a high-value vertical for agent deployment.
AI Taste Layer
The taste-skill project aims to 'give your AI good taste' and stop generic output, reflecting backlash against AI content homogenization.
Agent Web Reach CLI
Agent-Reach gives agents eyes on Twitter, Reddit, YouTube and XiaoHongShu via one zero-fee CLI, a new pattern for agent web access.
Computer-Use Agent Fleet
trycua/cua scales computer-use 2.0 with open-source drivers, cross-OS fleets and benchmarks, pushing desktop-controlling agents toward scale.
AI Agent Social Feed
Ownfeed builds a social feed of people who need your product, a new AI-driven demand-discovery and growth tool.
Agentic Demo Automation
Supademo's AI Demo Agent replaces sales demos with agents, as agentification keeps penetrating the sales funnel.
SynthID Detector
Google's SynthID Detector launches, productizing AI content watermark detection and making provenance an infrastructure concern.
NascentTechConceptAI Audit Log Trust
The 'witness was the suspect' discussion argues AI audit logs can't be trusted, making agent governance and verifiability a new security topic.
NascentConsumerAI Model Removal Rights
HN debates Apple blocking AI model removal on macOS 27, surfacing user resistance to uncontrollable system-level AI.
NascentTechConceptWebAssembly Game Recompilation
God of War on PSP recompiled to WebAssembly running in-browser shows static recompilation + WASM reviving legacy games on the web.
NascentDevToolsTerminal Program Status Protocol
OSC 7501 proposes a terminal protocol for program status, standardizing status reporting between terminals and programs.
NascentOpenSourceCOSMIC DE vs KDE Plasma
Debate heats up over COSMIC DE vs KDE Plasma, bringing Rust-based desktop environments into the mainstream conversation.
NascentIndustryEnterprise AI Control Debate
Reports like 'who actually controls enterprise AI' and 'enterprise AI adoption becoming an infrastructure challenge' put governance and infra gaps in focus.
NascentInfraJIT-Compiled SQL Engine
Musql JIT-compiles SQL claiming 300x over SQLite and 1000x over Turso, heating up the embedded database performance race.
NascentAIAppChat Decision Assistant
Jev Chat reads intent and risk before you reply and drafts responses, positioning AI as a decision aid rather than an autopilot.
NascentAIAppAgentic Job Search
career-ops runs a job-search agent in local CLI, scanning boards, scoring jobs against your CV and tailoring resumes.
NascentInfraDurable Execution Without Replay
Trigora proposes durable execution without history replay, challenging the Temporal-style replay model for workflow engines.
NascentAIModelBare-Metal LLM Inference Engine
Strata runs Qwen3.8-Flash-Next on consumer hardware with one-click install and local OpenAI/Anthropic-compatible APIs, intensifying local inference engines.
NascentAIAgentContext Compaction Plugin
fast-jev-compaction replaces Claude Code's summary compaction with per-item scoring, keeping verbatim context and dropping stale items — a new context-management pattern.
NascentDevToolsLLM Token Reduction Proxy
rtk proxies common dev commands via a single Rust binary, claiming 60-90% LLM token reduction — token cost optimization is becoming its own tool category.
NascentInfraRemote GPU Tensors
Rgpu lets PyTorch tensors live on a remote GPU, blurring local/cloud compute boundaries with a new distributed-training abstraction.
NascentAIAgentAgent Desktop Control
Open-source Mac app Mecum lets agents drive ANY desktop software without per-app integration, a generalist approach to desktop control.
NascentAIAgentMCP Agent Orchestration Workbench
Termexo drives five coding agents through local MCP, showing MCP evolving from a single-agent protocol into a multi-agent orchestration layer.
NascentInfraAgentic Config Management
Apollo 3.0 introduces 'Agent First' config management, letting agents read, modify and publish config — config systems are being redesigned for agent workflows.
How Trends Are Ranked & Discovered
Every trend you see below is automatically scored and staged by our pipeline. Here's exactly how it works.
How We Score
Each term gets a 0–100 score from four weighted dimensions:
• Channel diversity (highest weight)
• Signal strength across independent platforms
• Community engagement velocity
• Cross-platform propagation
Maturity stages — based on age since first detection:
Report thresholds: Top tier deep research report · Mid range quick brief · Lower range monitoring only
How Terms Are Discovered
Every night, our LLM pipeline scans signals from 30+ platforms and extracts emerging terms using 5 rules:
- Cross-platform validation — a term must appear in ≥2 independent platforms, not a single isolated post.
- Representative filtering — new products are only kept if they represent a broader emerging pattern, not one-off launches.
- Discussion volume threshold— low-score single posts don't qualify; there must be genuine community interest.
- Generic term blacklist — known broad terms (AI, React, Python, API, LLM, GPT) are automatically ignored.
- Quality over quantity — only terms with genuine cross-source validation are accepted. No numeric cap.
Sources: HN, Reddit, GitHub, Product Hunt, X, DEV Community, V2EX, Lobsters, and more.
Two Engines, One Report
Every night, our dual-engine system scans the internet. Every morning, you get one decision — validated, priced, and ready to execute.
Discovery Engine
AI scans 30+ platforms — HN, Reddit, GitHub, Product Hunt, X, DEV, V2EX, and more — for emerging pain points, rising trends, and market gaps. Every term is cross-validated across independent sources before it reaches your dashboard.
- Cross-platform signal validation
- Pain point vs. hype detection
- Actionability scoring
Monitoring Engine
Follow up to 10 topics, people, or tech stacks. Every day, the AI tells you what's happening, and — most importantly — what you should do about it. Track competitors, spot shifts in developer sentiment, and catch opportunities before they hit the mainstream.
- Topic trend analysis
- Pricing & feature change signals
- Actionable alerts, not noise
What You Get with Pro
Free tier shows you what's trending. Pro gives you the full business case — TAM, MVP blueprint, pricing, risk assessment, and a concrete action plan. Built for builders who want to stop reading and start building.
Deep Analysis Reports
Full business cases for the top 25% of trends. Each report includes TAM estimation, competitive landscape, business model recommendations, MVP blueprint, risk assessment, and concrete next steps — 3,000+ words of actionable intelligence.
19 reports · Updated dailyCSV & JSON Export
Download the full trend database for your own analysis. Feed it into your spreadsheet, notebook, or custom tooling. All 280+ terms with scores, categories, stages, and growth metrics.
CSV + JSON · One clickCustom Trend Alerts
Set keyword and category alerts. Get notified when a trend matching your criteria crosses your score threshold. Never miss an opportunity in your domain again.
Up to 10 alerts$19/month after trial. Cancel anytime.
Ready to stop guessing?
Join indie builders who start every morning with one verified product opportunity — not fifty things to read, but one thing to build.
Start Free Trial →