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The Bubbles1 blog

Signals from the new search era

GEO, LLM visibility, technical foundations and the craft of running a modern agency — written by people who've done it for 20+ years.

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Vibe coding

LLMs: Everyone Quotes Parameters, Tokens, Context Window Counts. Almost Nobody Knows What That Means.

Parameters, context windows, licenses and benchmark scores measure four completely different things — and only one is about quality. Explained by hiring a cook, with a verified 2026 comparison of six open-weight models.

11 min read
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Vibe coding

Everyone Benchmarks AI Coding. Nobody Checks the Code. So We Made 9 Engines Build a Real App.

Same 2,600-character spec, one shot, no help. Nine engines, hand-clicked apps, statically analyzed codebases, every token and cent counted — twice per engine.

16 min read
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Vibe coding

Free Has a Ceiling: The Day My $0 Lovable Alternative Froze — and the Five Lanes Out

One real day, one real app, a 16 GB MacBook Air and a $0 model budget — the three species of rate limit, the hardware threshold, and the five lanes out.

14 min read
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Vibe coding

Lovable vs. a $0 Alternative: An Honest Deep-Dive from Someone Who Uses Both

A year of paying $480 a month vs. a month of self-hosting the same experience for nothing — cost tables, model line-up and a category-by-category scorecard.

13 min read
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Vibe coding

Lovable Alternative: Free Vibe Coding with VSCode, Cline, Ollama & Supabase

Build a local, private, free Lovable-style vibe coding setup on your Mac — with all the pitfalls hit while doing it.

14 min read
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PromptDNA

How many prompts should I track?

Prompt count × engines × iterations × frequency drives your LLM-tracking bill. The two jobs of visibility data — and the funnel math that right-sizes your package.

10 min read
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Agency ops

Let us do the SEO/GEO tech stuff! Focus on customer relations.

Agencies burn 5–10 hours per client per month on manual data and reporting. The division of labor that gives that time back to your clients.

9 min read
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Client acquisition

How to sell GEO services: the agency playbook

Clients expect their agency to lead on GEO — most agencies have no delivery model. The five-step playbook from first pitch to recurring retainer.

12 min read
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Client acquisition

The technical GEO audit as a door opener

Win new clients with their own data: what the audit checks, the white-label report, and the now / next week / next month action plan.

9 min read
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Technical GEO

Schema, chunkability, bot access: the technical GEO checklist

Why a green classic audit can still mean zero AI visibility — the checklist that closes the gap, and the pipeline order to fix it in.

10 min read
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Strategy

From SEO agency to AI visibility agency in 90 days

A playbook for repositioning your agency around GEO — packaging, pricing and the first three clients.

7 min read

Read less, ship more

Or skip the theory — run your first audit and see it live.

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