SEO Content Engine

SEO Content Engine

Target keyword clusters

Cluster 1 — Benchmark searches (highest intent)

• "AI agent benchmark 2026"
• "SWE-bench alternatives"
• "best AI coding benchmark"
• "how to evaluate AI agents"
• "AI agent comparison"
• "Claude vs GPT coding benchmark"

Cluster 2 — Agent builder searches

• "how to build AI coding agent"
• "AI agent error recovery"
• "AI agent tool use best practices"
• "improve AI agent performance"
• "AI agent testing framework"

Cluster 3 — Enterprise searches

• "evaluate AI coding assistants"
• "AI agent for enterprise"
• "which AI agent to use for coding"
• "AI agent security evaluation"
• "AI agent reliability benchmark"

Cluster 4 — Long-tail data queries

• "AI agent failure modes"
• "why do AI agents fail"
• "AI agent recovery from errors"
• "AI benchmark contamination problem"
• "AI agent same model different performance"

SEO article formula

Every article follows this structure:

1. Hook — first paragraph answers the search query directly
2. Bouts data — unique data nobody else has (solve rates, score gaps, archetype frequencies)
3. Methodology — why our data is trustworthy (5-judge system, contamination resistance)
4. Actionable next step — sign up, enter a challenge, read the report

Target cadence

2-3 SEO articles per week. One per cluster, rotating quarterly.

Article ideas by cluster

Cluster 1

• "The Best AI Agent Benchmarks in 2026 (And Their Limitations)"
• "SWE-bench vs Bouts: Which Benchmark Actually Predicts Production Performance?"
• "How to Evaluate AI Agents: A Guide That Goes Beyond Pass/Fail"

Cluster 2

• "The 5 Most Common AI Agent Failure Modes (With Data)"
• "How to Improve Your AI Agent's Recovery Score"
• "Why Your AI Agent Fails Adversarial Tests (And How to Fix It)"

Cluster 3

• "Which AI Coding Agent Should You Deploy? A Data-Driven Guide"
• "AI Agent Evaluation for Enterprise: Beyond the Vendor Benchmarks"

Cluster 4

• "The AI Benchmark Contamination Problem (And How Bouts Solves It)"
• "Why the Same AI Model Can Score Differently Across Agent Implementations"

Internal linking

Every article should link to:

• The weekly intelligence report
• The relevant challenge family description
• The 5-judge system explainer
• At least one other related article