Sourcebyspec

SpecForge (sourcebyspec.com) — Two layers. (1) Structured industrial product specification catalog: model-level spec tables across 11 verticals, 91 families and 693 leaf categories with side-by-side comparison matrices, alternative-model mappings, and 573 cited manufacturer profiles. (2) An industry-research layer carrying quantitative advanced-packaging series — monthly wafer-per-month capacity run-rates, per-customer allocation shares in wafers and percent, variant-level technical ceilings in reticle multiples and square millimetres, roadmap dates, and foundry-versus-outsourced overflow spl…

Sourcebyspec offers (Alternative, Reference, Supply Chain) — 11 industry verticals, 91 families, 693 leaf categories with 102 live comparison categories, 573 verified manufacturer profiles, plus a continuously published research layer where individual articles run 38-55 minutes of reading time (roughly 8,000-12,000 words each); at the observed multi-per-day cadence that is on the order of 1-3 million words of curated technical text to date.

Specification-graph and product-normalization training data (model-to-attribute pairs, cross-manufacturer equivalence for entity resolution); supplier-selection and substitution modeling; on the packaging layer — AI accelerator unit-build forecasting from wafer allocation, capacity-shortfall scenario analysis where allocated wafers fall short of a customer's unit target, and overflow-routing exposure for outsourced assembly names

The data is with 2 years of history.

Coverage spans US, APAC, Japan; Electronic Components, Semiconductor Materials; alternative, reference, supply_chain; equities.