Tom Winter CGO & Co-Founder Tom Winter CGO & Co-Founder Stop Analyzing, Start Asking: How AI Agents Turn Data into Conversations 

160+ calls 3 conferences 3 learnings
 about SEO data Real Conversations.
 Real Problems. 

#1
 The Illusion of Analysis Most SEO ‘analysis’
 watching charts. = Almost things change. nobody knows why
 

#2
 Fragmented Data, Fragmented Insight GSC is all slices
 and snapshots. Never the full story. 

#3
 Dashboards Can’t Save You When it matters,
 it’s still spreadsheets
 and guesswork. 

Just the Tip
 of the Iceberg 1,000 rows per export Snapshots, not history 16 months, then it’s gone Basic filters, no deep segmentation 

How Around GSC’s Pros Hack Limits 

50,000 rows One dashboard, all properties Private by design 

Even With Apps… You’re Still in Snapshot Land Stuck 

You’re Still in Snapshot Land Stuck Apps help, but only for today’s data Still exporting, slicing, guessing No true history, still stuck in sheets Basic filters, no deep segmentation 

BigQuery: 
 Data Freedom - With a Catch Break free from GSC’s export limits Possibility to join Analytics with GSC data and more Unlimited storage, no more 16- month cutoff Own your SEO data - on your terms 

BigQuery: 
 Data Freedom - With a Catch But: Data starts from today No backfill.
 If you don’t speak SQL,
 you’re locked out 

Why This Still Sucks
 for Most SEOs Hours lost digging, exporting, merging Still no clear answers guessing, Data scientists get insights. 

The Dashboard
 Delusion Data Studio, Looker, Tableau: More graphs, same old pain LLMs as search bars: “Summarize my data” - but disconnected You still need to do the hard part yourself 

The SEO Data
 Workflow Hell GSC export BigQuery Write SQL Export Visualize Interpret Maybe an answer Every step = another chance for confusion, error, wasted time 

What If
 You Could Just Ask? “Show me all pages that lost clicks after the May update” “Find keyword clusters with growing impressions” “Which landing pages lost the most visibility” The system fetches, clusters, and explains. No code, no pain. 

The Agent Revolution
 How It Works Not a chatbot. Not a static workflow. An agent is an orchestrator. Thinks, plans, adapts. 

How
 Real AI Agents Work 

Why
 Simple Workflows or SQL Aren’t Enough AI workflows = one path, no thinking SQL queries = fixed instructions, no adaptation Agents , adapt on the fly, and choose the best tools make real decisions 

Agents
 Agents Make the Decisions ' Every question$ ' Different tools$ ' Different order$ ' The agent decides, not the user. 

Real-World Questions
 Only Agents Can Handle “What products are seasonal based on searches?” “Which keyword clusters lost visibility across my domain in Q1 this 2025?” “What content is trending up that I might be missing?” “What is my best performing topic cluster that shows my topical authority?” 

GSC + BigQuery + Agent
 Game Changer GSC data in BigQuery, agent orchestrates the flowR Natural Language to SQL to DataFramE : Transform, filter, aggregatE Human-readable summary No more snapshot syndrome. See the entire story. g sql-agent: g manipulation-agent g explain-agent: 

Example
 How the Agent Gets You Answers Query:
 Agent’s steps& Find keywords semantically similar to 'seo' and their total clicks in the last 30 days g` Converts question to SQR W` Uses BigQuery VECTOR SEARCH for semantic similaritw h` Pulls all matching data - no 1,000-row ceilinI c` Returns DataFramD X` Summarizes results in plain English 

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Vector Search
 Semantic Clustering, Not Keyword Matching Embeddings turn keywords, pages, clusters into vectors BigQuery VECTOR SEARCH groups by meaning, not just strings Surface new topics, intent, and real trends 

Live Agent Path
 From Messy Question to Clear Answer Example:
 Agent Path6 Show me pages that lost traffic after the May update XW Identifies the May update windos SW Compares clicks before and aftef IW Filters for the biggest drop‚ HW Aggregates, loops, refetches if needed Explains what happened and what to do next 

Use Cases
 That Actually Matter Diagnose Find declining keyword themes, Uncover hidden clusters Predict Save time, algorithm hitU not just single keywordU with vector searcV trendU get answers 

Why Agents
 Beat Every Dashboard No more export and pray No SQL, no Python, no guesswork Fast, flexible, asks follow-up questions You get answers, not just more data 

The Big Shift:
 From Analyst to Explorer Old way:
 Export, crunch, curse, repeat New way:
 Ask, explore, iterate, understand Every SEO becomes a data scientist.
 Without the pain 

Roadmap
 Where This Is Going More tools: automatic charts, forecasting, ML models Integrate Analytics, CRM, and more Ask, “What will my traffic look like next quarter?” and get a real answer 

Key
 Takeaways #1 Stop analyzing, start asking: AI agents let you query your data, not just export it. 

Key
 Takeaways #1 Stop analyzing, start asking: #2 Agents don’t replace experts AI agents let you query your data, not just export it. - they supercharge them: Your know-how still matters. 

Key
 Takeaways #1 Stop analyzing, start asking: #2 Agents don’t replace experts #3 Forget manual hell: AI agents let you query your data, not just export it. - they supercharge them: Your know-how still matters. Agents handle the heavy lifting, 10x faster than spreadsheets or SQL 

Key
 Takeaways #1 Stop analyzing, start asking: #2 Agents don’t replace experts #3 Forget manual hell: #4 Great setup = great results: AI agents let you query your data, not just export it. - they supercharge them: Your know-how still matters. Agents handle the heavy lifting, 10x faster than spreadsheets or SQL Good data, good questions, smart configuration. 

Key
 Takeaways #1 Stop analyzing, start asking: #2 Agents don’t replace experts #3 Forget manual hell: #4 Great setup = great results: #5 This is the next era for SEO: AI agents let you query your data, not just export it. - they supercharge them: Your know-how still matters. Agents handle the heavy lifting, 10x faster than spreadsheets or SQL Good data, good questions, smart configuration. Better questions lead to better answers and real impact. 

Thanks
 & Let’s Connect Stay in touch: [email protected] Let’s connect on LinkedIn: Tom Winter Stop analyzing,
 start asking