Products

Confident AI

AI-nativeMCP

Ship better AI as a team. Not as individuals.

confident-ai.com AI Models & Agents / Prompts, Evals & LLM Observability

AI Benchmark
Desktop
Mobile
Monthly visits
86.2K
Down24.9%MoMSep 2026
Public revenue
Undisclosed
No public revenue evidence yet
Entry price
$200/mo
Higher than 87% of peersNiche median $22.3/mo
Creators
Jeffrey Ip
No social account linked
Launched
2y ago
2024-03-17 · Est.

Traffic

Monthly visitsData through Sep 2026
Events6 changes

Marketing moves

Launches, search & content, referrals, promotions
  • Launched on Product HuntLaunch

    all-in-one LLM evaluation platform

    Jul 29, 2024 · 2y agoLaunch page

  • Launched on BetaListLaunch

    Confident AI – Open-source evaluation infrastructure for LLMs — Open-source evaluation infrastructure for LLMs

    Mar 17, 2024 · 2y agoLaunch page

MCP Server & Agent Ecosystem

GitHub · MCP / Skill

Traffic sources

Sep 2026

Traffic breakdown

Channels

  • Organic Search49%
  • Direct36%
  • Referrals9%
  • Other6%

Countries

  • United States37%
  • India15%
  • Vietnam4%
  • United Kingdom3%
  • Brazil2%

Search

Domain authority —Domain registered 2023-08-15

KeywordMonthly volume
deepeval12K
llm-as-a-judge2,520
confident ai1,460
confident ai.270
best ai comparing promt—

Traffic data: Vaneform

Pricing

Free
Unknown
Limited to 2 user seats · Limited to 1 project · 5 test runs per week · 1 GB-month of trace spans
Starter
$200/mo
Unlimited user seats · Limited to 5 projects · 5 GB-months of trace spans
Team
$2,000/mo
Unlimited user seats · Unlimited projects · 75 GB-months of trace spans
Enterprise
Contact sales
Unlimited user seats · Unlimited projects · Unlimited GB-months of trace spans · Unlimited online eval metric runs/month

Trial: None · 2 paid tiers ($200–$2000) · Enterprise custom tier · Observed 2026-11-03 · Pricing page

Entry price $200/mo, Higher than 87% of peers; “Prompts, Evals & LLM Observability” median is $22.3/mo.View pricing benchmark

Pages & changes

Tracked since 2024-07-29

Key pages

Weekly snapshots

Changes

  1. Nov 1 · 13d ago

    Homepage headline (H1) changed to “Ship better AI as a team. Not as individuals.”Positioning

    LLM evals that move the needle→Ship better AI as a team. Not as individuals.

  2. Nov 1 · 13d ago

    Adopted technology: CloudflareFeatures

    —→Cloudflare

  3. Nov 1 · 13d ago

    Adopted technology: Cloudflare Bot ManagementFeatures

    —→Cloudflare Bot Management

  4. Nov 1 · 13d ago

    Removed technology: Google Font APIFeatures

    Google Font API→—

  5. Nov 1 · 13d ago

    Adopted technology: Google WorkspaceFeatures

    —→Google Workspace

  6. Nov 1 · 13d ago

    Homepage title changed to “Confident AI: Enterprise AI Evaluation & Observability Platform”Positioning

    Confident AI - The DeepEval LLM Evaluation Platform→Confident AI: Enterprise AI Evaluation & Observability Platform

Design

First-screen visual analysis & :root CSS

Dark Developer (Dark canvas, balanced density) featuring headline over large product shot layout and product ui screenshot / component visuals.

First-screen preview · click to zoom

First-screen pitch & conversion flow

“Ship better AI as a team. Not as individuals.”

Headline Over Large Product Shot hero structure paired with start free / sign up CTA and no explicit trust bar.

Conversion path: Headline Over Large Product Shot + Product UI Screenshot / Component → Start Free / Sign Up

Palette · click to copy

5-D design score7.6 / 10
Typography
8.0
Color & Contrast
8.0
Layout & Spacing
8.0
Craft & Polish
7.0
Distinctiveness
7.0

Structure

Fonts
Inter / Geist Mono
Primary visual
Product UI Screenshot / Component
Conversion CTA
Start Free / Sign Up
Social proof
No Explicit Trust Bar
Navigation
Full-Width Top Bar
Theme & density
Dark · Balanced
Corners & depth
Sharp · Hairline borders
Preview full AI design brief (includes :root CSS variables & layout rules)Style tokens only; never copy brand names, logos, copy, or images
# Design Brief: Dark Developer (with Retro & Nostalgic)

Deep dark surfaces, monospace typography, terminal/code snippets, and high-precision borders.

## Design Tokens

```css
:root {
  --background: #121212;
  --surface: #191919;
  --foreground: #f5f5f2;
  --muted-foreground: #a5a5ad;
  --accent: #9d65f5;
  --radius: 0px;
  --font-heading: "Inter", ui-sans-serif, system-ui, sans-serif;
  --font-body: "Inter", ui-sans-serif, system-ui, sans-serif;
  --font-mono: "Geist Mono", ui-monospace, monospace;
}
```

Color area ratio: Background #121212 (~77%) · Surface #191919 (~15%) · Text #F5F5F2 (~5%) · Muted Text #A5A5AD (~2%) · Accent #9D65F5 (~1%). Background and surface dominate the canvas; reserve the accent color for primary buttons and active states.

## Layout & Conversion Structure

- Hero layout: Headline Over Large Product Shot
- Navigation: Full-Width Top Bar
- Theme & density: Dark · Balanced
- Border radius & elevation: Sharp; no drop shadows—separate layers with hairline borders and whitespace
- Primary visual medium: Product UI Screenshot / Component
- Conversion CTA: Start Free / Sign Up
- Headline hook: Outcome & Speed Promise
- Hero components: Large Hero Product Shot
- Spatial layout notes: Headline Over Large Product Shot hero structure paired with start free / sign up CTA and no explicit trust bar.
- Visual summary: Dark Developer (Dark canvas, balanced density) featuring headline over large product shot layout and product ui screenshot / component visuals.

## Avoid

- Warm pastel backgrounds
- Playful cartoon illustrations
- Oversized pill buttons everywhere

Implement the UI following the design tokens and layout specifications above: use only these color variables, and reserve the accent color strictly for primary actions and active states. Adopt only this visual style—never copy any reference product’s brand name, logo, copy, or imagery.

Questions & evidence

How much does Confident AI cost?
Free: Unknown; Starter: $200/mo; Team: $2,000/mo; Enterprise: Contact sales. Observed 2026-11-03. Check the source for current billing terms, usage limits and taxes.Source
How much website traffic does Confident AI get?
Vaneform estimates 86.2K website visits in 2026-09. Visits can include repeat visits; this estimate does not measure paying customers or revenue.Source

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