Tools built to solve specific problems. Nothing more, nothing less.
For teams reconciling multi-vendor data formats every month.
Mortgage analysts consolidating loan tapes. Insurance teams aggregating MGA data. CRE firms normalizing rent rolls from different property systems.
The same workflow: days of manual mapping in Excel, broken VLOOKUPs, formatting chaos when vendors change their column names.
Datally maps columns by understanding meaning, not matching names. Learns your standards. Runs entirely on your machine.
Understands that "Principal Balance" and "UPB" mean the same thing
Write rules in plain English, not formulas
Your data never leaves your infrastructure
For AI engineers who need to benchmark retrieval methods and optimize RAG systems. Side-by-side comparison of ColPali, BM25, vector search. Built-in prompt evaluation.
For tax professionals processing partnership forms at scale. VLM-powered extraction that handles complex K-1 layouts. All processing stays local.