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.
Answerability Engine
Every Answerability engagement runs on the same engine: a structured assessment of whether your product and category pages actually resolve the hesitation a real buyer has before they'll commit, not just whether the copy reads well or ranks. The same methodology applies across every page reviewed, so results are consistent and comparable over time, and grounded in what's already true on your page, not invented.
- ✓Structured assessment of buyer hesitation across your product pages
- ✓One consistent methodology applied across your full catalogue
- ✓Grounded strictly in your existing page content
- ✓Comparable scoring over time, so improvement is measurable
- ✓The same engine behind every Answerability engagement, one-off or ongoing
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
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
