Insights

From the engineering desk.

Applied AI, industry deep-dives, and engineering playbooks — written by the people doing the work.

All Applied AI FinTech EdTech Pharma Engineering Leadership
7 AI Automations infographic preview
Featured · New
Applied AIAutomation·10 min read·May 2026

7 AI Automations every business should implement in 2026

Most businesses think AI means building the next ChatGPT. The biggest ROI is in automating the repetitive workflows that consume hours every week. Seven practical AI automations — and the impact each one delivers.

OS
OlloSoft Technologies
May 20, 2026
Applied AI
12 min read · May 2026

Designing audit trails for AI agents in banking

When the regulator asks why your agent denied a loan, "the model said so" is not an answer. The architecture we use to make every decision reconstructible.

Applied AI
11 min read · Apr 2026

RAG vs. fine-tuning: a buyer's decision tree

When to retrieve, when to fine-tune, and when to do nothing. A 6-question flowchart non-technical buyers can use.

Pharma
9 min read · Mar 2026

21 CFR Part 11 for AI: a practical checklist

Everything you need to ship a validated AI feature in a regulated pharma environment — without surprises in your audit.

FinTech
8 min read · Mar 2026

The cost of a wrong KYC decision

A teardown of the false-positive economics behind onboarding: where AI helps, where it hurts, and how to measure the line.

EdTech
10 min read · Feb 2026

Why AI tutors fail (and what works instead)

Three years of shipping tutors taught us that pedagogy beats prompt-engineering. A deep dive into what actually moves retention.

Engineering
14 min read · Feb 2026

Observability for LLM apps: what to log, what to skip

A pragmatic guide to traces, evals and drift detection for LLM-powered features in production.

Pharma
7 min read · Jan 2026

Validating LLMs against GxP: a field report

How we passed system validation on first submission — and the three things we did differently from typical SaaS validation.

Leadership
6 min read · Jan 2026

The CTO's AI buy-vs-build framework

A simple grid for deciding whether your AI feature should be off-the-shelf, fine-tuned or custom-built. With real examples from our portfolio.

FinTech
13 min read · Dec 2025

Real-time fraud triage at <200ms

Architecture, latency budgets and trade-offs from a $2.3M-saved fraud engine we shipped last year.

Engineering
9 min read · Dec 2025

Next.js 15 for SaaS: the parts that matter

Server actions, partial pre-rendering and the App Router patterns we use in every project — with honest trade-offs.