AI & Software Development Blog | RaftLabs

Practical AI and software decisions, written from the work.

Production lessons, cost breakdowns, architecture decisions, and the tradeoffs that disappear from polished case studies.

Jun 5, 2026

AI & Automation

AI in procurement: what actually works in 2025

AI cuts procurement cycle times by 45% - but only when applied to the right tasks. Here's where the ROI is real and where it isn't.

By Ashit Vora · 15 min read

Feb 21, 2026

Industry Playbooks

From inventory nightmares to automated retail operations

Retail chains manage thousands of SKUs across hundreds of locations with razor-thin margins. AI agents handle inventory allocation, dynamic pricing, and store operations - decisions that compound into millions in margin improvement.

By Riya Thambiraj · 14 min read

Jun 26, 2025

Buyer's Guide

B2B loyalty program: custom build vs. white-label

White-label loyalty platforms cost $500-$5,000/month and launch in days. Custom-built platforms cost $60,000-$200,000 upfront and launch in 10-16 weeks. Here's the decision framework for knowing which path is right - and at what point the math flips.

By Ashit Vora · 9 min read

Nov 13, 2025

App Development

How to Build an App Like Canva: Cost, Timeline, and What to Avoid

SaaS companies embedding a branded template editor, print-on-demand platforms, and white-label design tool builders face a real choice: buy a third-party API or build your own canvas editor. Here is the cost, the phased feature plan, and where these projects go wrong.

By Riya Thambiraj · 14 min read

Oct 7, 2025

Buyer's Guide

Why 85% of AI projects fail (and how to beat the odds)

85% of AI projects fail - not from bad algorithms, but from five predictable implementation mistakes that every organization makes. Here is how to be in the 15% that succeeds.

By Ashit Vora · 15 min read

May 26, 2026

App Development

Cost to Build a Pet Services Marketplace Like Rover

Rover takes 20-25% of every booking. Established pet care operators with 50+ vetted providers are building their own platforms to reclaim that margin. Here is what it costs, how long it takes, and where these projects fail.

By Ashit Vora · 16 min read

Jul 27, 2026

Builder's Guide

How much does it cost to build custom marketing analytics software?

Custom marketing analytics software costs $80,000–$250,000 to build. The real case for building is not saving on tool costs - it is getting attribution that matches your actual sales motion. Here is the full cost breakdown and when the build-vs-buy math tips.

By Ashit Vora · 16 min read

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