Engineering | From engineering
How to estimate AI-native software projects
Estimating under uncertainty: the pitfalls, a five-step method, and what changes with AI
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We embed senior engineers, put frontier AI behind them, and ship working software in weeks - then prove it with the numbers.
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Modernize in place 47 days Your core system can't meet a date you can't move. 
Re-platform the core 3.5x Every change to your core costs more than the last one. .BooyBYol.svg)
Move one operating number 10 min Your cost to serve keeps climbing, and no headcount is coming. 
CRM estate: upgrade, or get out 2.3x Your CRM is too tangled to run the AI you already pay for. 
AI in the engineering org You're paying for coding agents and can't prove what they bought. AI transformation
AI discovery Six weeks to a costed roadmap your board can approve Legacy migration Modernize your stack in months, not years Platform rebuild New-market platform extension in 10 weeks, not 8–9 months Operations re-engineering Replace manual processes with AI workflows that scale with you Claude Code and Codex Pair every engineer with a coding agent. Salesforce implementation Stand up production Salesforce in weeks, not quarters 
Case study An Australian Securities Exchange link, rewired in seven weeks Two forward-deployed engineers, first commit to the accreditation gate in 47 days. Read the case study 
Demo See realfast in action Bring us the problem that's urgent and expensive. We'll tell you whether we can move it. Book a meeting Case studies
Real implementations that shipped to production and moved a real metric.
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4x-ing AVPN's member onboarding throughput, in 5 weeks ~4× Social investment A university's month-end close went from three days to under ten minutes 10 min Higher education A Singaporean public university's full academic year of contracts, in one click 95% Higher education 
A 25-year-old financial core, mapped with 80% less of the client's time ~80% Financial services More case studies
Rewiring a share registry's link to the Australian Securities Exchange, in under seven weeks 47 days Capital markets 
2.3x the qualified leads for one of Singapore's largest private institutions 2.3x Higher education Turning Z47's edge into a system its whole team can use 5 weeks Venture Capital Accelerating a $2.6B US fintech's support queue by 76% 76% Fintech A $2.6B US fintech's AI roadmap, costed and funded in six weeks 6 wks Fintech Entering a new market in 10 weeks 3.5x Corporate Services SaaS Scaling sales with AI SDRs 5.8x Recruitment & staffing 
Real-time lead intelligence 30% Real estate Production-ready in 8 days 8 days B2B services Company
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Blog Essays on applied AI and delivery, from the team. 
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Latest post After AI, There Is No Average With AI, the bell curve an enterprise is built on becomes a power law: a few people produce most of the value, and most of the rest produce slop. Read the post 
Latest conversation What is an AI-native firm? Subtext by Zerodha, with Sidu Ponnappa. See all conversations 