Case studies

Case Studies

Proof across different product contexts where
engineering decisions carry real responsibility.

Each context comes with different constraints, risks,
and decision patterns. Choose the one closest to your product.

Web3 & Crypto Products

Products operating under irreversible financial and security risk. Architecture directly affects custody, liquidity mechanics, and user trust.

NDA

DEX / AMM, MEV and market-structure risk

CPay

Custodial wallet, custody responsibility boundary

Panther Wallet

Crypto payments, user-facing irreversible transaction risk

View Web3 case studies

eCommerce & Retail Platforms

Commerce platforms facing growth limits, replatforming decisions, and performance risk under revenue pressure. Ownership and release discipline define operational cost.

Phased replatforming

Phased replatforming without downtime

SEO preservation

SEO preservation during platform change

Checkout stabilization

Checkout stabilization under revenue risks

View eCommerce case studies

AI / SaaS Products

AI-driven products where the challenge is moving from experimentation to reliable production systems. Evaluation, observability, rollout and ownership define whether AI is shippable.

Thin slice to production

Production AI, acceptance criteria + rollout/rollback

RAG in production

RAG system, retrieval failure modes under latency budgets

LLM evaluation

Production AI, eval harness and regression gates

View AI case studies

How to use these
case studies

•Case studies describe constraints, decisions, and responsibility boundaries

•The goal is to make trade-offs visible, not to claim outcomes

•Pick a context hub to see the full set and deep dives