Unit economics & margin
Cloud & AI Unit-Cost Models
Cost per tenant, per transaction, per million streamed records, and per LLM token.
We build the unit-economic ledger your CFO signs off on and enforce it in production via mandatory tagging and tokener so gross margin becomes an engineering input, recovering ~22% of unattributed spend.
Commercial DB licensing FinOps
Oracle & SQL Server Core Consolidation
Commercial database processor licenses are frequently the largest hidden liability in enterprise IT.
Through hard-partitioned cluster isolation and I/O engineering, we have delivered >£1,000,000/yr in recurring Oracle EE licensing savings (85% core reduction) alongside pragmatic open-source exit roadmaps.
AWS EDP, credits & co-funding
AWS Programs & Commitment Negotiation
AWS Enterprise Discount Programs (EDP), Migration Acceleration Program (MAP), PoC credits, Activate, and Savings Plans portfolios.
We model commitments against your realistic workload trajectory rather than vendor sales forecasts, and sit on your side of the negotiation table.
M&A carve-outs & diligence
Private Equity Technical Due Diligence & Separation
Pre-acquisition cloud, data, and AI risk audits plus post-merger infrastructure carve-outs.
Having engineered regulated release factories during Yahoo's $5B private equity separation (cutting releases from 6 weeks to 6 minutes), we know exactly where post-merger integration bottlenecks hide.
Build vs. buy & lakehouse strategy
Pragmatic Architecture Rescue & Vendor Selection
Should you run Snowflake, Apache Iceberg on S3, ClickHouse, or DuckDB? Managed Apache Spark or a 1/10th-cost zero-copy PyArrow engine?
We answer with a 36-month TCO model, a 4-week Proof Lab benchmark, and a candid recommendation - even when that means spending less on AWS.
AWS Marketplace & co-sell GTM
Turning Your AWS Footprint Into a Revenue Channel
For B2B software and AI companies, listing on AWS Marketplace (container or SaaS contracts) unlocks enterprise buyers' committed EDP spend.
We architect your self-hosted or SaaS Marketplace packaging, Private Offers workflow, and APN co-sell readiness.