Learning Center

Your questions about AI
and software — answered honestly.

The answers to questions most software companies avoid — about real costs, honest comparisons, and what actually works. Written to help you make better decisions, not to sell you something.

14
in-depth articles
7
categories
2
interactive tools
Start here

Three resources that save
you time and money.

Buyer’s Guide
Everything you need to know before spending on custom software — questions, red flags, and how to evaluate proposals.
Read the guide →
AI Readiness Assessment
Find out if your business is ready for AI in 2 minutes. Get a personalised readiness score and action plan.
Take the assessment →
14 articles
★ Featured · Costs & Pricing
What Does a Custom AI System Actually Cost in 2026?

The honest answer: it depends. But here are the exact factors that drive costs up or down, typical ranges by project type, and how to budget without getting blindsided.

Shishir Mishra Shishir Mishra · 8 min read · March 2026 · Read article →
ObserveAuditRevert5 pillars of governed AI85%of AI projects fail without governance
AI Governance
What Are Governed AI Systems? Why Enterprise Adoption Demands Them

Governed AI means observable, auditable, human-supervised, rollback-ready systems your team owns. Learn the 5 pillars and why 85% of AI projects fail without them.

Shishir Mishra Shishir Mishra · 12 min read Read →
Week 1DiscoveryWeek 2BuildWeek 3Deploy21Governed. Production-grade. You own it.
AI Adoption
The 21-Day AI Pilot Programme: How Enterprise Teams Test AI Without the Risk

A time-boxed, governed AI pilot that gets one real use case into production in 3 weeks. Week-by-week breakdown of what happens and what you own at the end.

Shishir Mishra Shishir Mishra · 10 min read Read →
Costs & Pricing
7 Factors That Drive Software Development Pricing Up or Down

Before you request quotes, understand what makes one project cost £15K and another £150K. These 7 factors determine where yours will land.

Shishir Mishra Shishir Mishra · 6 min read Read →
87%NEVER REACH PRODUCTION
Problems & Mistakes
5 Reasons Most AI Pilots Fail — And How to Avoid Each

87% of AI projects never reach production. After 50+ AI system builds, here are the 5 failure patterns that keep repeating — and the specific safeguards that prevent each one.

Shishir Mishra Shishir Mishra · 7 min read Read →
Quoted: £40KReworkLock-inScope creepOpsActual: £85K
Problems & Mistakes
The Hidden Costs of Choosing the Wrong Software Partner

The upfront quote is only 40–60% of what you’ll actually spend. Here are the hidden costs most agencies won’t mention — and the questions to ask before you sign.

Shishir Mishra Shishir Mishra · 6 min read Read →

Not sure what you need?

Take our 2-minute AI Readiness Assessment and get a personalised recommendation.

Take the Assessment →
CustomBuilt for youOff-the-ShelfReady to useAn honest comparison
Comparisons
Custom AI vs Off-the-Shelf Solutions: An Honest Comparison

We build custom AI — so yes, we’re biased. But here’s the truth: off-the-shelf is the right choice for most businesses. Here’s how to know which camp you’re in.

Shishir Mishra Shishir Mishra · 9 min read Read →
?BuildIn-house teamBuySoftware agency
Comparisons
Build vs Buy: In-House Team or Software Agency?

Hiring developers feels safer. Agencies feel faster. Neither is universally better. Here’s a framework for making the right call based on your actual situation.

Shishir Mishra Shishir Mishra · 8 min read Read →
BubbleMakeZapierVertex AIAkkioRelevanceNot enough?
Reviews & Tools
Best No-Code AI Platforms in 2026 — And When They’re Not Enough

No-code AI tools have gotten remarkably good. Here’s an honest review of the top platforms — and the specific scenarios where they’ll help vs. hold you back.

Shishir Mishra Shishir Mishra · 8 min read Read →
GPT-4Powerful. Expensive.+ Claude, GeminiOpen SourceFree. Flexible.Llama 3, Mistral, Qwen50+ production deployments compared
Reviews & Tools
OpenAI vs Open-Source Models: Honest Review for Business Use

GPT-4 is powerful but expensive and locked-in. Open-source is free but needs infrastructure. Here’s a decision framework based on 50+ production deployments.

Shishir Mishra Shishir Mishra · 9 min read Read →
FacultyPeak AIDatatonicCambridgeDeeperSataliaKORIX
Best Of
Best AI Implementation Partners for UK Businesses in 2026

Yes, we’re listing our competitors. Because if you’re searching for this, you deserve honest options — including firms that might suit your needs better than us.

Shishir Mishra Shishir Mishra · 7 min read Read →
ExtractedValidated ✓
Best Of
Best Tools for Document Processing and Automation in 2026

From simple OCR to intelligent document understanding — what actually works, what’s overhyped, and what we use in our own production deployments.

Shishir Mishra Shishir Mishra · 7 min read Read →
THE COMPLETEBuyer's Guide20 questions · Red flags · ChecklistBefore you spend £10K – £500K
Guides
The Complete Buyer’s Guide to Custom Software Development

Everything you need to know before spending £10K–£500K on custom software. Questions to ask, red flags to spot, timeline expectations, and how to evaluate proposals.

Shishir Mishra Shishir Mishra · 12 min read Read →
REQUEST FOR PROPOSAL
Guides
How to Write an AI Project RFP That Gets Better Proposals

Most RFPs get generic responses because they ask generic questions. Here’s a template and framework for writing RFPs that help vendors give you actually useful proposals.

Shishir Mishra Shishir Mishra · 10 min read Read →

No articles match your search.

Try different keywords or .

Have a question we haven’t covered yet?

Ask us directly →
Common questions

Answers before
you ask.

Questions we hear from businesses evaluating AI and custom software for the first time.

Have a different question? Ask us →
How do I know if my business needs custom software vs. an off-the-shelf solution?
If your workflow has unique steps that no existing tool handles well, or if you’re duct-taping 3+ tools together, custom software is likely worth exploring. If a mainstream tool covers 80%+ of your needs, off-the-shelf is usually smarter. Our honest comparison guide breaks this down in detail.
What’s a realistic budget for a custom AI system?
Simple AI automation starts around £10K–£30K. Mid-complexity systems with integrations run £30K–£80K. Enterprise AI with governance and compliance starts at £80K+. Read our full cost breakdown for the factors that drive pricing.
How long does an AI implementation typically take?
A focused AI pilot can show results in 21 days. A production-ready system typically takes 3–6 months. Enterprise rollouts with compliance can take 6–12 months. Our 21-Day AI Pilot is designed to give you real results fast so you can make an informed decision.
Should I hire an in-house team or work with an agency?
In-house is better if you have ongoing, core-business development needs and can invest in recruitment, management, and retention. An agency is better for defined projects, specialist skills, or speed. Our Build vs Buy guide has a decision framework.
What questions should I ask when evaluating software partners?
Ask about their failure rate, how they handle scope changes, what happens to your code after the project, and whether they’ll show you similar past work. Our Buyer’s Guide has a complete evaluation checklist.
Is my business actually ready for AI?
AI readiness depends on data quality, clear use cases, team buy-in, and realistic expectations. Many businesses jump to AI when process automation or better software would solve their problem more effectively. Take our AI Readiness Assessment to find out where you stand.
Stay informed

New articles delivered
when they matter.

No spam. No weekly digest. Just a single email when we publish something worth reading — roughly once or twice a month.

Unsubscribe any time. No spam, ever.

14
in-depth articles
and growing
Shishir Mishra
“The businesses that earn trust are the ones willing to answer the questions everyone else avoids. That’s why we publish our thinking openly — including our limitations.” — Shishir Mishra, Founder & Systems Architect (AI), KORIX

Not ready to commit?
Start with a 21-day pilot.

See real results on your data, with your team, in 21 days. No long-term contracts. Full ownership of everything we build.

Explore the 21-Day AI Pilot →

Have a question
we haven’t answered? Ask us.

Book a free 30-minute discovery call. We’ll answer your questions honestly — even if the answer is “you don’t need us.”

Book a Discovery Call →