Practical AI Search services,
delivered by practitioners.
From strategic consulting to content production and technical analysis — every Search Labs service is built around measurable outcomes in AI-driven search environments.
AI Consulting
Search Labs works directly with your team to diagnose your current AI search visibility, identify what's blocking citation, and build a prioritised roadmap for improvement. No generic frameworks — every engagement starts with your actual data.
- ✓AI search visibility audit across major platforms
- ✓Entity and structured data gap analysis
- ✓Prioritised LLMO roadmap with effort and impact scoring
- ✓Competitor citation analysis — who is being cited instead of you
- ✓Ongoing advisory retainer options available
AI Research
Search Labs conducts structured research into AI search behaviour, platform changes, and vertical-specific citation patterns. Whether you need to understand how a specific AI platform handles your category, or how your industry is shifting in AI-generated results, we deliver research you can act on.
- ✓AI platform behaviour research — Google AI Mode, Perplexity, ChatGPT Search
- ✓Vertical and category citation pattern analysis
- ✓Competitor AI visibility benchmarking
- ✓Custom research briefs on specific AI search questions
- ✓Delivered as structured reports with actionable recommendations
AI + Correlation Based Content Generation
Search Labs combines AI generation with correlation analysis — identifying the terms, signals, and structures that cited content in your category actually uses — then builds content that matches those patterns. The result is content written to be extracted and cited by AI systems, not just indexed by them.
- ✓Correlation analysis of top-cited content in your vertical
- ✓AI-generated drafts structured for LLM extraction
- ✓E-E-A-T signal integration across every piece
- ✓Schema markup recommendations included
- ✓Delivered ready to publish — human-reviewed before handoff
Rank Position Tracking
Search Labs tracks rank position across both traditional search results and AI-generated answer surfaces — giving you a unified view of where you appear, where competitors are outranking you, and how positions are shifting as AI search grows. Reported with context, not just numbers.
- ✓Traditional SERP rank tracking across target keyword sets
- ✓AI Overview and AI Mode visibility monitoring
- ✓Competitor rank and citation comparison
- ✓Position change alerts and trend reporting
- ✓Monthly report with strategic interpretation
TF-IDF Analysis
TF-IDF analysis identifies which terms appear in top-cited content in your category — and which terms are absent or overused in yours. It's one of the most reliable signals for content relevance, and one of the most overlooked in AI Search optimisation. Search Labs delivers TF-IDF as a precision diagnostic, not a keyword density tool.
- ✓TF-IDF analysis against top-cited competitors per target page
- ✓Missing term identification with priority scoring
- ✓Over-used term flags and reduction recommendations
- ✓Integration with correlation content briefs
- ✓Page-level and site-level analysis available