Unverified50% confidenceBenchmarkExact time
In a test that used a typo (Catherine Vos at Kestrel Manufacturing) as the search, M|BOX matched Kestrel within a few milliseconds with a total score of 76, of which first name scored 100, company 90, last name 39, and city 0 with no penalty.
1
Sources
50%
Confidence
Short-term (~14 days)
Relevance
10/28/2026
First Seen
Valid until: 11/11/2026
Sources
Building Millisecond-Level Identity Resolution for AI Agents with M|BOX and Python
youtubeOrangeBrackets10/27/2026
Related Entities
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UnverifiedIn the spelling-difference scenario, asking about Elizabeth Turner at Orion Systems (S spelling) in Frankfurt, the Agent successfully matched the record stored in the database with a Z spelling, customer ID c17505, with a score of 92, the M|BOX search took about 3 milliseconds, and the entire Agent run took several seconds.54% similarUnverifiedIn the PLAN/BUILD/SHIP flowchart test, FLUX.2 klein seed 11 scored highest with 4.75 points, and all eight images spelled the three words correctly.53% similarUnverifiedUnder the original option order in the customer service ticket routing test, Kev scored 26/30 and Laya scored 12/30.53% similar
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