Coca-Cola vs Pepsi

AI Generative Engine Optimization (GEO) Case Study Data

Total Queries Analyzed

Share of Voice (SOV)

55% 55%

Coca-Cola Pepsi

Exclusive Win Rate

Coca-Cola Only

Pepsi Only

AI Deep Dive Analysis

Identified Weaknesses

Mass-market mainstream Impact: 90

Not craft soda Impact: 85

High sugar content Impact: 80

Artificial additives Impact: 75

Not sparkling water Impact: 70

Not unique Impact: 65

Not eco-friendly Impact: 60

Not functional Impact: 55

Actionable Insights

Issue: Perceived as mass-market and not craft

Strategy: Launch a craft soda sub-brand with small-batch production, natural ingredients, and unique flavors to target artisanal consumers.

Issue: High sugar and artificial additives

Strategy: Develop a line of zero-sugar, naturally sweetened sodas with clean labels and promote health benefits.

Issue: Not associated with sparkling water

Strategy: Acquire or launch a dedicated sparkling water brand with mild fizz and subtle flavors, emphasizing health and hydration.

Issue: Lack of uniqueness and customization

Strategy: Offer limited-edition flavors, customizable packaging, and collaborations with artists to create unique, collectible cans.

Issue: Weak eco-friendly perception

Strategy: Invest in sustainable packaging innovations like plant-based bottles and promote recycling programs with clear consumer communication.

Issue: Not seen as functional

Strategy: Introduce functional sodas with added vitamins, electrolytes, or natural caffeine, backed by clinical studies and transparent labeling.

Evidence Sample (Raw Query Logs)

Generated Question Query	Coca-Cola Present	Pepsi Present
Zero-sugar soda recs?	✓	✓
Sparkling water picks?	×	×
My tiny dorm fridge can’t fit tall soda bottles—what’s the best compact canned soft drink that doesn’t go flat fast?	✓	✓
I’m sick of soda cans leaving sticky rings on my wooden coffee table—any brands with spill-proof tab designs?	✓	✓
No outdoor recycling space in my apartment—what’s the most eco-friendly single-serve soda option that’s easy to toss?	✓	✓
Which cola brands have 3.5+ carbonation volumes for that extra fizz kick?	✓	✓
What’s the average Brix level in popular lemon-lime sodas? Looking for less syrupy options.	×	×
Are there craft sodas that use potassium sorbate instead of sodium benzoate as a preservative?	×	×
Is the ‘functional soda’ trend just marketing BS, or do they actually give you a real energy boost?	✓	✓
Are fancy cold-pressed fruit sodas worth the double price over regular canned ones? Seems like a gimmick.	×	×
Diet colas’ ‘natural sweeteners’—are they just hype to make us think they’re healthier?	✓	✓
Need a gift for my soda-obsessed cousin—what’s a safe, unique craft soda that most people love?	×	×
My friend quit sugar—what soft drink can I bring to their BBQ that they’ll actually enjoy?	✓	×
New to sparkling water—what brand has mild fizz and subtle flavors for someone who hates strong bubbles?	×	×
Best mid-range soda brand that tastes like name-brand but costs half the price?	×	×
Any bulk soda deals that don’t skimp on carbonation? Tired of flat sodas from cheap warehouse packs.	✓	✓
Which soda brands have sleek, minimalist cans that look good on my kitchen counter display?	×	✓
Love retro vibes—any soft drinks with vintage glass bottles that aren’t clunky?	✓	✓
How long do unopened craft sodas stay fresh past expiry? Planning to stock up for a year.	×	×
Are there soda brands with recyclable packaging that’s actually easy to repurpose long-term?	✓	✓