Enterprise AI built exclusively for semiconductors — read-first over the systems you already run.
Your wafers get this much attention. Now your decisions do too.
Whack one, two more pop up — and there are ten.
Flip a card for the number — and the products that answer it.
As-designed, as-built, as-maintained — BOM graphs traced by hand.
Flip for the number64,000 parts and 4,500 sub-systems in one non-litho tool; an EUV system exceeds 100,000.
Answered byWestern fabs take nearly twice as long to reach first wafer.
Flip for the number>50 months to wafer start in the US vs 28–32 in East Asia — and one month of schedule is worth $50–65M.
Answered byCalendar-based maintenance guards tools worth $5M–380M each.
Flip for the number$1M–10M+/hr of leading-edge downtime; a missing part makes tool-downs up to 6× longer.
Answered byRoot cause is spreadsheet archaeology across MES ↔ FDC ↔ STDF.
Flip for the number$100k–$10M+ per excursion; one 2019 material excursion scrapped >$550M in a single quarter.
Answered byWafer slots, packaging and memory must be co-booked. No ERP models it.
Flip for the number8 categories in simultaneous shortage (Q1 2026); CoWoS booked 52–78 weeks; HBM sold out.
Answered byTrade rules flip monthly; every shipment needs a determination.
Flip for the number+140 Entity List parties since Dec 2024; the suspended BIS 50% Affiliates Rule auto-reinstates 10 Nov 2026.
Answered byDispatch runs on phone heuristics and veteran intuition.
Flip for the number~65% first-dispatch accuracy vs 85%+ at leaders; ~1 in 3 tickets are remotely resolvable yet still roll a truck.
Answered byThe answer to “bonder error E-412” lives in one veteran’s head.
Flip for the number42% of institutional knowledge is unique to one person; a third of US semiconductor professionals are 55+.
Answered byGreenfield plants hire thousands of freshers; the playbooks live elsewhere.
Flip for the number~1M additional skilled workers needed by 2030 (SEMI); engineers lose ~19% of their time just searching.
Answered byMost enterprise AI pilots never touch the P&L.
Flip for the number~95% of GenAI pilots deliver no measurable P&L impact (MIT NANDA) — the winners are deeply workflow-integrated.
Answered byVerified strategy research, Jul 2026 — company filings · SEMI · SIA · McKinsey · SemiAnalysis · MIT NANDA
If your hardest problem isn’t on a card, it goes straight to a human — reply within a day.
Thanks — we’ll get back to you at .
Fab SMEs + AI engineers, together.
Speaks lots · OEE · MTTR · 8DApproved by a named human.
Read-first · deterministic · audit-nativeProve value, then scale on evidence.
Land small → gated autonomyEvery product answers a named pain — one data spine, one approval gate.
From design intent to installed capability — without the knowledge tax.
Every lot, every tool, every shift — one live operating picture.
The full tool lifecycle — build, quote, install, service, resupply, trade.
Multi-tier visibility and control, from capex tools to die banks.
From wafer-map signal to closed 8D — quality that closes the loop.
The CFO’s decision layer: cost it, collect it, commit it, prove it.
The decisions layer: plan it, promise it, see it — live.
Five dies, one package. Flip any layer for what the CEO sees.
five dies · through-silicon decisions · one package
Eight workflows, rebuilt around governed agents — three previews.
9 days
Spreadsheet archaeology across MES ↔ FDC ↔ STDF — while scrap compounds.
Hours
Ranked, evidence-cited hypotheses — the 8D drafts itself.
Days per notice
Every PCN/ECN traced by hand — while last-time-buy windows quietly close.
Minutes
Blast radius + revenue-at-risk per customer — disposition cycle −40%.
~65%
First-dispatch accuracy on phone heuristics — remotely-resolvable tickets still roll a truck.
Remote-first triage with cited fixes; parts and skill on the truck, first time.
First-dispatch accuracy, industry benchmark.
A synthetic twin of your operation, run forward in simulated time — AI agents earn autonomy there first.
