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Insights & ideas from the engineering floor

Practical insights on AI automation, custom software, and internal tools from the team at Paramint

How to Choose an AI Automation Agency

AI Engineering

6 min read

How to Choose an AI Automation Agency

A practical checklist for choosing an AI automation agency that can ship production systems, handle messy data, and own the hard parts after launch.

Sam Okpara · April 2026
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Replacing an Admin Dashboard With a ChatGPT App

AI Engineering

9 min read

Replacing an Admin Dashboard With a ChatGPT App

How we replaced a traditional admin dashboard with a ChatGPT App using MCP tools, UI widgets, and a permissions layer built for real operations.

Sam Okpara · March 2026
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Building ReviewMyHinge: Lessons From a Two-Sided Marketplace

Product

6 min read

Building ReviewMyHinge: Lessons From a Two-Sided Marketplace

What building a dating profile review marketplace taught us about cold starts, trust design, pricing, repeat usage, and two-sided product operations.

Sam Okpara · February 2026
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Why AI Projects Fail Before Production

AI Engineering

6 min read

Why AI Projects Fail Before Production

Why AI projects stall between demo and deployment, and what production-ready teams do differently around data, evaluation, integrations, and failure handling.

Sam Okpara · January 2026
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AI RFP Response Automation: Building Vercor

Product

7 min read

AI RFP Response Automation: Building Vercor

Why proposal teams still lose days to RFP assembly work, and how we built an AI pipeline for extraction, drafting, staffing, formatting, and compliance review.

Sam Okpara · December 2025
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Why CRMs Fail Relationship-Driven Businesses

Product

6 min read

Why CRMs Fail Relationship-Driven Businesses

Why relationship-driven teams outgrow traditional CRMs, and how we designed Relate to track context, prioritize attention, and draft the next move.

Sam Okpara · November 2025
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Retool vs Custom Code for Internal Tools

Internal Tools

6 min read

Retool vs Custom Code for Internal Tools

A practical framework for deciding when Retool is enough, when custom code is worth it, and when the right answer is a mix of both.

Sam Okpara · September 2025
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