The Kryotta blog
Guides and comparisons on working with every AI model — Claude, Gemini, Llama, Mistral, DeepSeek and more — plus what we're building.
5 myths about Gemini 2.0 and reasoning models that waste your Razorpay dispute budget
Reasoning models aren't always better for dispute responses, and Gemini 2.0 doesn't replace your entire stack. Learn which model fits which task to cut costs without sacrificing quality.
I made 52 product shots with Stability AI then Reels with Luma and Nova: which format got ₹18,000 in Flipkart orders
I tested AI-generated static images against AI video Reels for brass home décor on Flipkart. The video listings converted 47 sales (₹17,860) versus 22 sales (₹7,480) for images—more than double the revenue.
I used 5 prompts to explain tokens and context windows to my freelance team: which one they actually understood
A content agency owner tested five ways to teach freelancers about AI tokens and context windows. Only one explanation actually changed their behavior—and cut token spending by 40%.
I used 4 AI models to explain context windows to my Shopify VA: which one she understood
A Shopify store owner tested four AI models to explain context windows to her VA. The shopping cart analogy won—here's why each model's approach landed differently.
I used Compare to test 4 AI models on 95 Takealot return emails: which one per reason
I tested Claude, Gemini, Llama, and DeepSeek on 95 real Takealot return emails during load-shedding chaos. Here's which model handled each return reason best—and what actually got sent to customers.
I used Claude vs Gemini to write 95 Allegro return emails: which one per reason
I tested Claude and Gemini on 95 real Allegro return emails across Polish, Czech, and Slovak markets. Here's which AI model won for each return reason—and why it matters for marketplace sellers.
5 myths about GPT-4o and Gemini 2.0 that waste your Razorpay dispute budget
Newer AI models aren't always better for handling payment disputes. A jewellery store's real test shows older, faster models like Gemini Flash often win on speed and cost.
I used Compare to test 4 AI models on 85 Paystack dispute emails: which one won per claim
I tested Claude, Gemini, Llama, and GPT-OSS on 85 real Paystack dispute emails over two weeks. Here's which model won the most cases and why.
I used AI for 40 restaurant order queries during load-shedding: checklist for what works
A Cape Town restaurant owner tested Claude and Gemini on 40 real WhatsApp order queries during load-shedding. Here's what AI handled alone, what it botched, and the cost per response.
I used Compare vs Auto routing for 180 Shopify returns after Boxing Day: which approach per query type
I tested Kryotta's Compare and Auto routing features on 180 Boxing Day return requests. One saved nine hours. The other caught edge cases the system missed. Here's which approach worked best for each query type.
I used 5 prompts to explain hallucinations and grounding to my WhatsApp vendor team: which one they actually understood
I tested five ways to explain AI hallucinations to my WhatsApp vendor team. Only one actually stopped them from trusting false information—and it wasn't the technical explanation.
I used 4 AI models to write 120 Jumia product descriptions: which one got clicks in Accra
A Jumia seller tested Claude, Gemini, Llama, and Mistral on 120 product descriptions in Accra. Claude won on clicks with mobile-first copy that converted 3.4%—here's what each model cost and how shoppers responded.