Market
Live product catalog & traffic/revenue benchmarks · Updated Nov 14
AI Models & Agents/Prompts, Evals & LLM Observability·Prompt management, model evaluation, LLM monitoring, guardrails and AI governance.
- Products
- 1,929
- +36 this week
- With traffic
- 331
- 74 over 10K/mo
- Total monthly visits
- 40.6M
- Top 3 account for 80%
Key Findings
- -14.1%
MoM traffic change for Prompts, Evals & LLM Observability
Browse by use case → - 4
sites doubled traffic two months in a row (1% of measured sites)
View products → - 33%
of revenue-verified products have under 10K monthly visits
View products → - 51%
of sites get most traffic from Organic Search
229 sites with channel data · View products →
Market Structure
Low Traffic sites form the largest tier (54%); domains registered within the past year make up 50%.
Site Tiers
713 websites · Hover for rules
Monthly Visits
331 websites
Recent Growth
Grew every recent month · banded by the slowest month · from ≥100 visits
Domain Age
<1 year: 357
Acquisition & Regions
Channels and regions rest on 229 websites with 1,000+ monthly visits and a breakdown for their latest traffic month; United States is the most common top region (33%).
Primary Channels
229 websites · Latest channel month per site · ≥1,000 monthly visits · by leading channel
- Organic Search11651%
- Direct11349%
- Referrals00%
- Social Media00%
- Paid Ads00%
- AI Assistants00%
Top Countries & Regions
120 websites · Latest channel month per site · by top region
Positioning & Form
Most commonly targets Developers & Engineering Teams (44% of classified benchmark products); Web App is the most common delivery form (85%).
Target Audience
713 classified products with traffic/revenue · multi-select
Product Form
Delivery form stated on website · multi-select
Agent & Dev forms:VS Code Extension4
Host Platform Ecosystem
Host platforms for extensions, apps, or bots
AI Adoption & Role
602 analyzed websites · Hover for rules
56%offer AI capabilities · 338 products
Revenue
Most common verified MRR band is Under $100 (47%); 3 products earn $10K+ MRR; median MRR per 1K monthly visits is $10.73.
Revenue Distribution
15 verified revenue · 4 without traffic data
Among revenue-verified products with ≥1K monthly visits, median MRR per 1K visits is $10.73
Sub-use Cases
Most common sub-use case is Model Evaluation with 450 products (23%).
Popular Sub-use Cases
1,929 classified products · multi-select
Launches & Pricing
1,373 products launched in the last 12 months, led by Product Hunt; Free is the most common pricing model.
Launch Timeline
All launches in the last 12 months · pale bar is this month so far
Launch Channels
683 products with launch records
| Channel | Products | Top 10% visits | ≥10K visits | Revenue |
|---|---|---|---|---|
| Product Hunt | 516 | <5K | 4% | 2 |
| Show HN | 94 | 27.2K | 15% | 0 |
| TrustMRR | 18 | 70.8K | 33% | 9 |
| BetaList | 12 | 21.7K | 17% | 1 |
| DevHunt | 11 | 92.5K | 18% | 1 |
| Fazier | 6 | — | 50% | 0 |
| Findly.tools | 5 | — | 0% | 0 |
| Uneed | 5 | — | 0% | 0 |
| V2EX | 5 | — | 40% | 0 |
| IndiePage | 4 | — | 25% | 0 |
Pricing Models
Entry price is lowest monthly paid tier
| Pricing model | Products | Revenue | Median entry |
|---|---|---|---|
| Free | 207 | <1% | — |
| Freemium | 202 | <1% | $25 |
| Subscription | 68 | 13% | $49 |
| Usage-based | 30 | 3% | $49 |
| One-time | 24 | 4% | $28.5 |
| Contact Sales | 15 | 0% | — |
Monthly Entry Price
263 products, excluding <$5
Notable Products
High-growth sites
With a launch record
- PrompTessorGet Better Results Without Paying for a More Expensive AI Model174.4K/mo
- SessionWatcherNever Lose a Coding Session to Rate Limits96.5K/mo
- World of AI BenchWhich AI model should you build with?74K/mo
- BenchmarkListTrack AI progress with the largest database of benchmarks.65.7K/mo
- CoarenaWatch two computer-use agents work on your research .59K/mo
- Extra HeadroomHeadroom cuts your Claude Code & ChatGPT Codex token costs ~50%45.2K/mo
Verified revenue
- Shannon AIShannon AI Expert-Level Uncensored AI$4,185390K/mo
- Audn.AIProtecting Open-ended Interfaces to Intelligent Systems$1,19918.5K/mo
- Extra HeadroomHeadroom cuts your Claude Code & ChatGPT Codex token costs ~50%$635.1245.2K/mo
- SessionWatcherNever Lose a Coding Session to Rate Limits$7696.5K/mo
- SuperPromptsSystem prompts out of your codebase. Edit in a UI, publish a version, fetch it with one call.$69.1414.3K/mo
- CostbaseKnow what your AI app actually costs to run.$19<5K/mo
Newly registered
Domain < 3 months · with a launch record
- DrivingBenchCan frontier models drive a real car? We give them control of a Toyota Corolla’s steering, accelerator, and brakes, then evaluate them on a fixed cone course.19.5K/mo
- FrontierHarness EvalComprehensive harness evaluation<5K/mo
- modelmapPaste a Hugging Face model id. See the whole network, watch a forward pass, and find out whether it fits on your GPU — no weights downloaded.<5K/mo
- Tiny AI ArenaDid you ever click on an “AI Arena” expecting glorious battle and instead get a boring benchmark? If so, this project is for you: proper life-or-death fights between four models on a picturesque 8×8 grid. May the most intelligent one win! Click on any of the matches to spectate them. Code: https://github.com/hp6/ai-ar…<5K/mo
- narrator.shnarrator is where AI writes your next favorite fiction story, one chapter at a time. Join thousands of other readers creating and reading original stories and webnovels today!<5K/mo
- They FellThe public record of what AI said would happen.<5K/mo
Low traffic, earning
< 10K monthly visits
- aicosttrackTrack every customer’s AI usage and cost$9<5K/mo
- Contentable.airapidly test, prototype and share ai models with your user using our end to end testing platform$7,100Claimed<5K/mo
- GeneratedbyWe're revolutionizing the way prompt engineers work$500Claimed<5K/mo
- SuperCompressCut your API Costs by 65%.~$450 totalClaimed7.2K/mo