aha.io 64 C
🛡️ SEO 58 🤖 GEO 58 ⚡ Perf 59 🏗️ Arch 96

aha.io — Global SEODiff Score 64/100

aha.io
📊

aha.io achieves a 75/100 on the AI-Crawler Reality Index, reflecting above-average readiness for AI-driven discovery. Compared to other social sites (avg score: 57), aha.io performs above the benchmark, suggesting strong competitive positioning in AI search. The rendering approach is hybrid, with a moderate ghost ratio of 30% — most content is accessible without JS, though some elements are client-rendered. Heavy markup overhead (30.3× bloat) forces AI systems to wade through excess code before finding useful information. Minimal structured data (1 block) limits the site's ability to communicate entity relationships to AI systems. The site maintains an open-door policy for AI crawlers — GPTBot, ClaudeBot, and other major agents are all allowed.

64
C — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Traditional SEO (58) is your bottleneck.
🎯 Top Fix: Reduce token bloat (30×) → +5–10 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 19, 2026 · 📋 API
📈 ACRI Trend 4 snapshots
Mar 4 Mar 19
🔔 Recent AI Indexing Activity
🔄 Mar 19 Content change detected
🔄 Mar 14 Content change detected
Does your site score higher than aha.io?
Run the same 40-signal audit on your own domain — free, instant results.
Scan Your Site Free →
🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)58 × 0.25 = 14.5
🤖 AI Readiness / GEO (40% weight)58 × 0.40 = 23.2
⚡ Performance (20% weight)59 × 0.20 = 11.8
🏗️ Architecture & Trust (15% weight)96 × 0.15 = 14.4
Weighted sum = 14.5 + 23.2 + 11.8 + 14.4
Global SEODiff Score = 64 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
84
Rendering
avg 93
54
Structure
avg 35
42
Schema
avg 9
70
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 2%
Rank #22669
+17 pts
Gap
AI (ACRI)
Top 19%
Score 75/100

aha.io punches above its weight in AI — AI visibility exceeds Google ranking. This is a competitive moat worth protecting. ACRI measures technical crawler readiness. Read the methodology →

Why aha.io ranks here

Tech stackContentful
Industrysocial
RenderingHybrid
Schema coverage1 blocks
Token bloat30.3×

Fastest improvements

  • Reduce token bloat (navigation/footer/code) so agents reach your main content faster (see Token Bloat).
  • Create an llms.txt file so AI crawlers can discover your content structure without heavy crawling. Generate llms.txt →
  • Run a full entropy audit to find which DOM regions waste the most tokens. Run Entropy Audit →
🧪

JavaScript Rendering Check

We check what AI crawlers miss when they skip JavaScript execution.

Running headless browser to simulate AI extraction…
🛡️

Traditional SEO

58/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

43 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

146 chars
Good length

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 11
  • ✓ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://www.aha.io/
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → en
  • ➖ Hreflang tags — N/A (single language site)
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✓ og:title — The World's #1 Product Development Software
  • ✓ og:description — Aha! is the world's #1 product development software. See why 1,000,000+ product builders trust us to build lovable products and be happy doing it.
  • ✓ og:image — preview
  • ✗ twitter:card
📐 How the SEO Pillar score is calculated

SEO Pillar = Title (20 pts) + Meta Desc (20 pts) + Heading Hierarchy (20 pts) + Indexability (20 pts) + Social/OG (20 pts)

Each sub-score is derived from the checks above. Canonical tag, lang attribute, og:image, and a single H1 are the highest-impact items.

🤖

AI Readiness / GEO

58/100 40 % of Global Score 🟢 High Confidence

This pillar aggregates citation share, hallucination risk, bot access, schema health, and content extractability. The individual diagnostic sections below contribute to this score.

🔗

Citation Alternatives

Research
💡
Insight: In the social sector, martin-sad.ru (ACRI: 87) currently has stronger AI extractability. AI models tend to prefer sources with higher semantic structure and schema coverage. Domains with ACRI < 40 see 3.5× more hallucinations. Read the research →
aha.io
52
Your ACRI Score
87
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. martin-sad.ru has schema coverage of 63 blocks and uses Custom / Proprietary. Improve your score by implementing the remediation patches below.
📊 Side-by-Side Comparison →
🚨

Hallucination Risk

Research

Is AI lying about your brand? This panel measures how likely LLMs are to hallucinate facts when extracting information from your page.

👻
Shadow Content Detected: 30% of your page token budget is in non-rendered regions (JavaScript-dependent content that AI crawlers may not process). Combined with 30.3x token bloat, AI models are using most of their context window on noise instead of your real content. This dramatically increases hallucination probability — models fill the gap with made-up facts.
Analyzing hallucination risk…

🤖 Bot Access Matrix

GPTBot (OpenAI)
Allowed
ClaudeBot (Anthropic)
Allowed
CCBot (Common Crawl)
Allowed
Google-Extended
Allowed
Googlebot
Allowed

👻 Rendering (Ghost Ratio) Docs

Ghost Ratio 30%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type Hybrid

📊 Structure & Information Density Docs

Structure Grade 54/100 — Fair
Structured Elements 102 elements (102 lists, 0 rows, 0 headers)
Total Words1165
Raw Density8.8%

🏷️ Schema Health Docs

Organization Schema ✅ Present
Product / Service Schema ⚠️ Not Found
Total Schema Blocks1 block(s) — Basic (low value for AI)

Schema Coverage Map

1/7 schema types detected
✅ Organization
❌ Product/Service
❌ Breadcrumb
❌ FAQ
❌ Article
❌ WebSite
💡Product / Service schema missing. AI models don't know this is a SaaS product. Add Product or SoftwareApplication schema so AI understands what you offer and can surface pricing/features.
💡BreadcrumbList schema missing. AI cannot understand your site hierarchy or how pages relate to each other.
💡FAQ schema missing. Adding FAQPage schema lets AI models directly extract Q&A pairs for Featured Snippets and chatbot answers.
💡WebSite schema missing. Add WebSite + SearchAction so Google can generate a Sitelinks Search Box for your brand in AI results.

📐 AI Efficiency Metrics Docs

51
AI Extractability
High
Crawl Cost
None
Blocklist Risk
Extractability51/100 — AI models can partially extract answers from this page
Crawl CostHigh (80/100) — expensive for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

3%
🗑️ 97%
Useful Content (7.7 KB)Bloat (225.1 KB)
Token Bloat Ratio30.3× — Bloated

Multimodal Readiness

Visual Context80% Optimized for Vision
Image Alt Coverage35 / 44 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Your HTML is 232.7 KB, but only 7.7 KB is text. 3% useful / 97% bloat. AI crawlers have limited context windows (e.g. 128k tokens). This level of bloat (30.3×) risks context-window truncation by ChatGPT, Claude, and Gemini. Reduce inline scripts, CSS, hydration payloads, and tracking code.

🔥 Structural Entropy Check Research

0 Entropy
Poor Token Bloat: High
Noise Ratio: 96.7% · SNR: 0.03 · Signal: 1964 / Noise: 57616 tokens

🔬 AI-Crawler Simulation

See your website the way AI crawlers do. CSS stripped, structure labeled, content chunked.

🌐
This is what humans see — styled, branded, visual.
Toggle to "AI Agent View" to see what GPTBot, ClaudeBot, and other AI crawlers actually extract from this page.
🤖

AI Answer Preview

NEW

See how AI models summarize your site. Left: your actual content. Right: what the LLM extracts and says about you.

Simulating AI extraction…
🧠

The LLM Interpretation

AI-VERIFIED

SEODiff AI analyzed the extracted content of aha.io and produced this structured business intelligence. Fields marked SEMANTIC VOID indicate information the AI could not find — a critical gap in your site’s machine-readability.

Core Offering
Aha! Roadmaps provides a visual tool for product teams to plan and communicate their strategic initiatives and deliver against goals,
Target Audience
Product managers, product teams, executives, IT managers, marketing managers, and project managers across various industries.
Pricing Model
Subscription-based with tiered pricing based on features and user count. Offers a free trial.
🔗 Integration Partners
SlackJira
🏆 Competitive Moat
AI-powered sprint planning with real-time resource optimization and a comprehensive suite of roadmapping templates.
📊 Content Depth
8/10
🔄 Programmatic SEO Signals
Integration directory pagesTemplate comparison pages
⚡ Key Pain Points
• No structured FAQ schema
• Thin landing pages for features
Analyzed by SEODiff AI · 2026-03-01

🔧 Tech Stack

FrameworkContentful
AI-Readiness Score70/100
ServerNetlify
CDNnetlify
HTTP Status200
Load Time563 ms
Raw HTML Size232.7 KB
Visible Text Size7.7 KB

Performance & Speed

59/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

563 ms
Acceptable — room for improvement

Google considers <200 ms "good". AI crawlers may have even shorter timeouts.

📦 Page Weight

987
DOM nodes
233 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → public,max-age=60
  • ✗ CDN cache status
  • ✓ CDN detected → netlify

🔬 Tracker Tax

0
tracker scripts
0
third-party domains
0.0%
token overhead
Minimal tracker load — clean signal for bots
📐 How the Performance Pillar score is calculated

Perf Pillar = TTFB (35 pts) + Page Weight (25 pts) + Cache/CDN (20 pts) + Tracker Tax (20 pts)

TTFB <200 ms = full marks. DOM >3000 or payload >300 KB incurs heavy penalties. Tracker scripts beyond 5 reduce score.

🏗️

Architecture & Trust

96/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://www.aha.io/sitemap.xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

149
internal links
7
external links
Good internal linking — helps crawlers discover content

🔒 Security & Trust

  • ✓ HSTS header (Strict-Transport-Security)
  • ✓ Content-Security-Policy header
  • ✓ HTTP status 200 OK (got 200)

♿ Accessibility Signals

  • ✓ HTML lang attribute → en
  • ✓ Meta viewport for mobile
  • ✓ Single H1 for screen readers
📐 How the Architecture Pillar score is calculated

Arch Pillar = Sitemap & Robots (30 pts) + Linking (25 pts) + Security (25 pts) + Accessibility (20 pts)

Having a valid sitemap, allowing AI bots, HSTS, and a good internal link count are the highest-impact items.

🏅 AI-Verified Trust Badge

Your site scores 52/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for aha.io
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/aha.io" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=aha.io" alt="AI-Verified by SEODiff" width="280" height="52"></a>

💡 Paste in your site footer, GitHub README, or email signature. Badge updates automatically as your score changes.

� Deep Crawl Analysis 113 pages · Deep-10

Homepage ACRI
52
Single-page score
+4
Consistent readability
Δ delta
Site-Wide ACRI
57
Avg across 113 pages · Range 0–65
Topical Cohesion
19%
Topical Drift
TF-IDF cosine similarity
Total Words
184913
Avg Bloat
68.9×
RAG Fractures [?]
5
⚠️
5 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 5 pages will be split incorrectly during RAG chunking, causing AI models to hallucinate prices and features.

Page Type ACRI Token Bloat Words Status
https://www.aha.io/roadmapping/guide/release-management/what-is-a-product-backlog
Product Backlogs: What PMs Should Know
pricing 65 40.2× 2362 💰 Pricing
https://www.aha.io/roadmapping/guide/release-management/what-is-a-good-product-launch-checklist
Product Launch Checklist: Step-by-Step Guide for PMs
pricing 65 42.7× 2194 💰 Pricing
https://www.aha.io/roadmapping/guide/what-is-user-research
User research: What It Is and How It Fits Into Product Discovery
pricing 65 48.0× 1885 ⚠️ RAG Fracture
https://www.aha.io/roadmapping/guide/product-management/what-is-a-product
Product Definition: How to Build a Much-Loved Product
pricing 65 39.3× 2616 💰 Pricing
https://www.aha.io/roadmapping/guide/how-to-create-a-software-prototype
Software Prototypes: 8 Examples Product Managers Can Use To Test Ideas
pricing 65 40.6× 2288 ⚠️ RAG Fracture
https://www.aha.io/roadmapping/guide/pi-planning-vs-release-planning
PI Planning vs. Release Planning: Key Differences Explained
pricing 65 45.9× 2062 💰 Pricing
https://www.aha.io/roadmapping/guide/product-strategy/what-is-product-positioning
Product Positioning: Finding the Right Approach
pricing 65 48.6× 1888 💰 Pricing
https://www.aha.io/roadmapping/guide/product-roadmap
Product Roadmaps: How To Create One Step-by-Step
pricing 65 33.1× 3514 💰 Pricing
https://www.aha.io/roadmapping/guide/idea-management
Idea Management: How To Capture, Evaluate, and Prioritize Ideas
pricing 65 43.7× 2102 💰 Pricing
https://www.aha.io/roadmapping/guide/requirements-management/what-is-a-prd-(product-requirements-document)
Product Requirements Documents: Best Practices for PMs
pricing 65 45.7× 2027 💰 Pricing
https://www.aha.io/roadmapping/guide/what-is-product-analytics
A Complete Guide to Product Analytics For Product Managers
pricing 65 36.3× 2737 ⚠️ RAG Fracture
https://www.aha.io/roadmapping/guide/what-is-a-feedback-loop
Customer Feedback Loops: How Do Product Teams Use Them?
pricing 65 36.1× 2784 ⚠️ RAG Fracture
https://www.aha.io/roadmapping/guide/how-to-choose-virtual-whiteboard-software
The Best Whiteboard Software For Product Teams: Choose the Right Tool
pricing 65 54.0× 1670 💰 Pricing
https://www.aha.io/roadmapping/guide/roadmap/ultimate-guide
Roadmap Planning: A Must-Have Guide for PMs
pricing 65 30.5× 3877 💰 Pricing
https://www.aha.io/knowledge/pricing
Aha! Knowledge pricing details
pricing 64 24.4× 2121 💰 Pricing
https://www.aha.io/whiteboards/pricing
Aha! Whiteboards pricing details
pricing 64 26.8× 1762 💰 Pricing
https://www.aha.io/roadmaps/pricing
Aha! Roadmaps pricing details
pricing 64 20.3× 3380 💰 Pricing
https://www.aha.io/develop/pricing
Aha! Develop pricing details
pricing 64 30.3× 1511 💰 Pricing
https://aha.io/pricing
Aha! Pricing — Roadmaps, Discovery, Ideas, Whiteboards, Knowledge, Teamwork, Develop
pricing 64 29.5× 2049 💰 Pricing
https://www.aha.io/discovery/pricing
Aha! Discovery pricing details
pricing 64 28.6× 1631 💰 Pricing
Showing 20 of 100 pages. Unlock full subpage table →
📂
Health by Sub-Directory
Average ACRI and top issues aggregated by URL path prefix
Path Pages Avg ACRI Ghost % Bloat Top Issue
/roadmapping/ 88 61 1% 63.1× Bot Blocked
/api/ 4 54 0% 101.5× High JS Bloat
/develop/ 2 54 0% 64.2× Bot Blocked
/pricing/ 2 64 0% 29.5× High JS Bloat
/whiteboards/ 1 64 0% 26.8× High JS Bloat
/contact/ 1 0 0% 0.0× Low AI Readiness
/case-studies/ 1 0 0% 0.0× Low AI Readiness
/faq/ 1 0 0% 0.0× Low AI Readiness
/integrations/ 1 0 0% 0.0× Low AI Readiness
/ideas/ 1 64 0% 22.8× High JS Bloat
/features/ 1 51 1% 81.5× Bot Blocked
/products/ 1 61 1% 48.6× Bot Blocked
/discovery/ 1 64 0% 28.6× High JS Bloat
/roadmaps/ 1 64 0% 20.3× High JS Bloat
/docs/ 1 0 0% 0.0× Low AI Readiness
🔗
Outbound External Citations
0 unique external domains cited across 113 pages
secure.aha.io ×107
facebook.com ×107
big.ideas.aha.io ×107
bootstrap.company ×107
x.com ×107
youtube.com ×107
bsky.app ×107
linkedin.com ×107
🔄 Re-Crawl & Update 📡 Track this Domain

Scores update automatically each month. Create a free account for on-demand re-crawls (3/month free).

🔌 API Access

Pull this data programmatically. All sub-page metrics are available via our public API.

curl https://seodiff.io/api/v1/deep10/domain/aha.io

Get your free API key — 100 requests/month included.

🔗 Similar social Sites

Domains with a similar tech stack, industry, and AI readiness profile to aha.io. Compare side-by-side.

Domain ACRI AI Score Tech Stack Token Bloat Schema
aha.io (this site) 52 75 Contentful 30.3× 1
fgbradleys.com 77 90 WordPress 18.1× 1 Compare →
sustainability.taylorguitars.com 77 87 WordPress 5.2× 1 Compare →
cleopatraceramics.com 77 90 WordPress 10.2× 1 Compare →
bazarmedia.info 77 86 WordPress 2.9× 1 Compare →
visittheusa.de 77 88 Drupal 5.8× 1 Compare →
Compare All 5 Similar Sites →

📊 Semantic Share of Voice

How often would an AI cite aha.io when users ask about topics in this domain's niche? We run entity queries through our 188k-page search index and measure citation probability.

Analyzing citation landscape…

🩹

Remediation Patches

COPY-PASTE

Auto-generated code fixes tailored to aha.io. Copy and paste these into your codebase to improve AI visibility. These patches are mathematically proven to increase extraction accuracy →

Add WebSite + SearchAction JSON-LD
High Impact ⏱ 5 min
Enables the Sitelinks Search Box in Google and allows AI to understand your site structure.
html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "WebSite",
  "name": "Aha",
  "url": "https://aha.io",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://aha.io/search?q={search_term_string}",
    "query-input": "required name=search_term_string"
  }
}
</script>
Reduce Token Bloat
Medium Impact ⏱ 1–2 hrs
Only 3% of your HTML is useful content. AI crawlers waste context window tokens on bloat.
html
<!-- Move inline CSS to external stylesheets -->
<link rel="stylesheet" href="/css/main.css">

<!-- Move inline scripts to external files with defer -->
<script src="/js/app.js" defer></script>

<!-- Remove duplicate navigation blocks -->
<!-- Keep only ONE <nav> in the <header> -->

<!-- Ensure <main> wraps your primary content -->
<main>
  <!-- Your content here — this is what AI sees first -->
</main>
Add FAQ Schema
Medium Impact ⏱ 10 min
FAQ schema lets AI models directly extract Q&A pairs. This is the easiest way to get featured in AI responses.
html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "FAQPage",
  "mainEntity": [
    {
      "@type": "Question",
      "name": "What is Aha?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Aha does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Aha work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Aha."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for aha.io:

Current Score
75
Projected Score
87
Improvement
+12 pts
Add WebSite schema +4 pts
Reduce token bloat +5 pts
Add FAQ schema +3 pts

*Estimates based on SEODiff's scoring model. Actual results depend on implementation quality.

📋 Data Export

Download scores and metadata for audits, client reports, or CI/CD pipelines. Exports contain computed metrics only (no copyrighted content).

All data is generated automatically and updated with each crawl. JSON exports contain scores and metadata only (no copyrighted content).

Is this your company?

Monitor your AI visibility score weekly and get alerted when changes happen.

Start Free →

🧭 Self-Diffing (Private Layer)

For owned domains, combine this world snapshot with private drift + regression history.
Template Drift
Track in My Site
Drift → Traffic Impact
In development coming soon
Regression Incidents
Track in My Site
Internal Linking
Deep Audit graph
Semantic Structure
GEO view in Deep Audit
Content Quality
Thin/duplicate tracking

🕒 History

Score over timeAvailable in My Site history
Drift eventsTemplate timeline + incidents
Drift → Revenue AttributionComing soon
Schema/rendering/extractability changesTracked per scan in project history
🔍 Found indexing issues?
Run a free deep audit to diagnose crawled-not-indexed, soft 404s, redirect errors, and more.
Free Deep Audit → GSC Error Guide →