MVPStrategy
The AI feature your roadmap doesn't need yet
Voice mode, multi-agent orchestration, and "autonomous workflows" sound great in pitch meetings. Your users might just want search that works.
Muhammad Saqlain
June 7, 2026 · 5 min read
Blog
What we've learned shipping AI products
Practical notes from client work — what worked, what didn't, and what we'd do differently next time.
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RAGEngineering
Your data is the bottleneck. Fine-tuning won't fix that.
Teams rush to custom models when their PDFs are a mess. A week spent cleaning sources beats a month of training on garbage.
Muhammad Saqlain
June 2, 2026 · 6 min read
AI AgentsProduct
We built a support bot that cut tickets by 34%. Nobody cared about the model.
A client wanted GPT-4 on everything. What actually moved the needle was boring routing, clean docs, and knowing when to hand off to a human.
Muhammad Saqlain
May 28, 2026 · 7 min read