Opportunities
Algorithmic Alloy Correction for Foundries
Connected through 6 “incumbent in” links.
Opportunities
Opportunities
Connected through 6 “incumbent in” links.
Structure
Sized prize
IllustrativeIllustrative targets and order-of-magnitude estimates — not an achieved track record. This Thing is concept-stage; real figures come from live data once operating.
SAM
~$400-600M US and European mid-market precision casting operations
SOM
~$15-30M
TAM
~40k global foundries and secondary metal producers × ~$30k/yr software allocation ≈ ~$1.2B
Growth Rate
~8-12%/yr, driven by volatile raw material costs and the accelerating retirement of experienced foundry metallurgists
Paid Comparable Spend
~$40k-80k/yr per facility in senior metallurgist labor for manual charge calculation and wasted over-spec ferroalloy additions
Market sizing
How you know
Kill Thresholds
Leading Metrics
What Proves Right
Metallurgists at precision casting operations replace manual Excel solvers with the platform for daily charge calculations. Foundries pay $2,500 per month per facility because the software consistently reduces over-spec ferroalloy additions. Day-30 retention remains above 80% as operators integrate the tool directly into their melt deck workflow.
What Proves Wrong
Foundries refuse to trust the algorithmic charge calculations over their experienced metallurgists. The software fails to parse raw data from existing optical emission spectrometers, forcing manual data entry that operators abandon within the first week. Cost savings from reduced ferroalloy usage fail to exceed the software subscription price.
Win conditions