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Engineering & product playbooks
Hands-on playbooks, decision frameworks, and case studies from the team building AI-native products at CodeNicely.
What to Build for Restaurants and Hospitality Groups
Toast, Yelp, and OpenTable solve the problems their vendors want solved — not the three that actually drain margin from a multi-location group. Here is what to build, in what order, and what to leave alone.
When Your Spreadsheets Become a GST Audit Liability
Spreadsheet-driven finance stops being a productivity problem the moment GSTN's e-invoicing and ITC-matching rules make a manual invoice trail legally insufficient. Here is the business case an operator can take to a sceptical CFO.
What to Build for an Events and Venue Business
Most mid-size venues bleed money in the same three places — double-booked spaces, unreconciled vendor invoices, and unsigned change orders — none of which off-the-shelf platforms handle well. Here is what to build, in what order, and what to leave alone.
What Does It Cost to Add AI to Your Onboarding Flow
Most AI onboarding quotes fall between $18K and $180K, and vendors rarely explain the gap. The single biggest driver isn't the model — it's whether your product already emits the behavioral events an AI can act on.
What to Build for a Steel and Metals Trading Business
For a mid-size Indian steel trader, the software worth building is not another ERP — it is a live rate engine, a depot stock system that matches the yard, and an invoicing layer that handles GST TDS, RCM and TCS together. Here is what to build, in what order, and what to skip.
What to Build for a Freight and Logistics Business in the UK
For a UK haulier turning £5M–£30M, the highest-ROI custom build is not a customer tracking portal — it is an internal empty-leg matching engine tied to your existing job board. Here is what to build, in what order, and what to leave to SaaS.
What to Build for Hotels and Travel Operators in India
For Indian hotel groups running 3–15 properties or tour operators pushing 500+ packages a year, most margin leaks are hiding in three places off-the-shelf software handles worst. Here is what to build, what to buy, and the order that actually pays back.
Replacing a Vendor Product With a Bespoke Build
Most build-vs-buy comparisons undercount the vendor side by modelling licence fees as flat. Here's the three-year framework a CFO will actually sign off on, and the sequencing that lets the first increment fund the next.
What to Ask a Reference After the Pilot Is Over
The two references your shortlisted vendor supplied confirmed nothing useful — that is by design. Here is how to find your own references and the 16 questions that surface what the pilot did not.
What Does It Cost to Build an AI Agent for Support
A practical cost model for building an AI support agent that actually resolves tickets — not just deflects them. What drives the number, why quotes vary 10x, and the three specifics that turn a range into a real budget.
What KYC Actually Requires of Your Product in the UAE
A document upload wired to a third-party API is not KYC — it's one control inside a system the CBUAE now expects you to run continuously. Here's what the regulator actually requires of your product architecture, and where founders get caught short.
What Does It Cost to Build a Loan Origination Platform
A honest cost model for building a custom loan origination platform, with the disclosure and compliance layer priced in — not hidden inside a vague 'compliance module' line item. What drives the range, what pulls it down, and the three questions that turn an estimate into a quote.