Blog

Updates & writing.

Product updates, technical deep-dives, and notes on building a data normalization API.

October 3, 2026·Data·8 min read

Same company, different alphabet: we ran 14 names through our own engine and 12 failed

Japanese read as Chinese, Ukrainian romanized as Russian, Alibaba expanded into British Airways — real production output showing why character-by-character transliteration can't match company names across scripts.

July 3, 2026·Data·6 min read

The hard part of entity resolution isn't the matching — it's the suffixes

404 legal-form suffixes across 116 jurisdictions and 41 languages — why company-name matching quietly breaks at every border, plus the open dataset behind it.

June 15, 2026·Launch·4 min read

Ambect Solutions LLC v1.0 is live

After months of building, the Ambect API is publicly available. Here's what we shipped, what the pipeline does, and what's coming next.