Performance

Speed is the product: fewer calls, fewer tokens, no waiting. UndoCRM is benchmarked with one workspace holding 1,000,000 contacts and their history:

Records Count
Contacts 1,000,000
Identities (emails, phones, handles) 1,700,000
Interactions 3,000,000
Facts 2,000,000
Audit log entries 2,000,000
Deals 100,000
Tasks 200,000

Results

Server-side times, 10 runs each. The benchmark fails if a search returns nothing or the wrong person first, so these are times for correct answers. Network time between your agent and UndoCRM comes on top.

Operation p50 p95
Brief by email 3ms 5ms
Brief by id, over MCP 4ms 7ms
Search by name 9ms 28ms
Search by name with a typo ("Prya Patl") 37ms 51ms
Search by partial email 2ms 3ms
Search by company domain 5ms 6ms
can_contact + claim 5ms 8ms
Log an interaction (+facts, +task) 5ms 13ms
Log an interaction with a new person 4ms 5ms
Search conversations 4ms 5ms
Deals in a stage 25ms 27ms

Concurrent writes: 100 interactions from two agents at once, half of them creating new people: about 600 writes a second, no failures, no duplicate contacts.

Known limits