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 Backlash Acceleration
AI backlash is accelerating, including criticism of AI slop flooding open-source projects, reflecting community concerns about AI misuse.
AI Model Routing by Task Difficulty
Routing models by task difficulty cuts inference costs by up to 48x, a practice becoming key to managing AI costs.
AI Agent Permission Kernel
Projects like Talos introduce a permission kernel between model and shell, providing security boundaries for AI agents and reflecting a key security trend.
AI Coding Education for Frontend Developers
Personal stories and career planning discussions of frontend developers transitioning to AI agent development reflect AI's deep impact on skill demands.
AI Code Review Quality
Discussions on reviewing AI-generated code and AI reviewer reliability reflect AI's evolving role in code review.
AI Design Plugin
AI design plugins like Open-Design turn coding agents into design engines for prototypes and landing pages, a new AI design trend.
DuckDB Acquisition by AWS
AWS's acquisition of DuckLabs raises concerns about open-source licensing and independence, a significant event in the database space.
AI Agent Memory with SQL
Developers discuss using SQL over vector or graph DBs for agent memory, sparking deep consideration of agent memory storage choices.
Open Router for Model Improvement
An open-source project feeds OpenRouter usage data back into model improvement, exploring a new paradigm of data-driven model optimization.
Local-First Password Manager
Sesame, a local-first open-source password manager, addresses growing user demand for data privacy and self-sovereignty.
AI-Native App Development Platform
AI-native platforms like Enter Pro aim to simplify app building and scaling, reflecting a shift toward AI-first architecture in development tools.
AI-Powered Document Q&A
PageIndex provides accurate, trustworthy answers across professional documents, showcasing AI's value in knowledge-intensive domains.
AI Video Generation Model
Gemini Omni 1.1 Flash, Google's latest multimodal video generation model, represents ongoing progress in video generation.
AI Language Learning from Videos
SubSmith turns users' own videos into language-learning materials, personalizing language learning, a new edtech application.
AI Coworker on Slack/Teams
OpenTag embeds AI coworkers into Slack and Teams, signaling a shift from standalone AI apps to integration within existing workflows.
Coding Agent Artifact Index
Firecrawl's Developer Index, with 70M+ artifacts, provides structured data for coding agents, potentially becoming critical infrastructure.
AI Agent Job Market Impact
Developers discuss coding agents' impact on professional identity and hiring demands in the AI era, reflecting AI's deep impact on the job market.
Hugging Face Acquisition by Nvidia
Nvidia's reported $13B acquisition of Hugging Face sparks widespread discussion about the future of neutral open-source AI communities.
Keyboard-Driven GUI
A popular Hacker News discussion on fully keyboard-driven GUIs reflects developers' ongoing focus on efficiency and accessibility.
Enterprise Ban on AI Coding Tools
Companies like Kuaishou banning AI coding tools like Cursor sparks debate on security and compliance of these tools in enterprise settings.
Frontend to AI Full-Stack Transition
Discussions like 'frontend is dead, full-stack lives' drive frontend developers toward AI full-stack roles, reflecting major shifts in tech stacks and careers.
AI Speech-to-Text Model
Gemini 3.5 Transcribe, the most precise speech-to-text model, improves voice interaction accuracy and is worth attention.
AI Professional Profile Agent
Pluto turns professional profiles into AI agents, representing a new paradigm for personal branding and career development.
AI Agent with Second Brain
Almanac equips AI agents with a 'second brain', enhancing memory and knowledge management, a new direction in agent intelligence.
AI Agent Monetization Platform
Aramb enables building, launching, and monetizing AI agents in 20 minutes, lowering the barrier to agent commercialization.
Keyboard-First Outliner
SpacebarX, a keyboard-first outliner for notes and tasks, caters to efficient productivity needs, a new choice in productivity tools.
Text Editor and Publishing Platform
Kraa 2.0 combines a text editor with a publishing platform, streamlining content creation and distribution.
Postgres Backup Restore Verification
Restoredrill proves Postgres backups restore, addressing a key pain point in database backup verification and enhancing data reliability.
DNS Cache Optimization
Cloudflare saves 100TB of memory by optimizing 1.1.1.1's DNS cache, showcasing huge potential in infrastructure optimization.
AI Application Adoption Lag
Discussions on why AI applications haven't exploded reflect industry anxiety and reflection on AI commercialization progress.
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.
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