AgentPing for legal and professional services
Research, contract review and drafting agents now do fee-earning work, and omission is the failure mode that reads best: nothing in a fluent summary signals what is missing. AgentPing scores what your AI produces, keeps an evidence trail of how it performed on each matter, and does it on metadata alone, so oversight does not cost you confidentiality.
Fluent, well-formatted, and missing the clause that mattered.
→Omission is the failure mode that reads best. Nothing in the output signals that something is absent, so the reviewer's only defence is knowing the source document as well as the model was supposed to.
A client asks how the conclusion was reached.
→Without a run record you cannot say which model answered, on which version, against which document, or who reviewed it. That is uncomfortable in a client conversation and considerably worse in a professional indemnity one.
Visibility bought at the cost of sending content out.
→Most monitoring assumes you will ship prompts and outputs. For privileged material that is the one thing you cannot do, so teams end up choosing between oversight and confidentiality when they should not have to.
Accuracy is everything, but reliability and cost per matter matter too. One run record per piece of work carries all three.
Score every run for real citations, on-scope answers and grounded analysis, so a wrong answer is caught before it reaches a client.
Know when a research or drafting workflow stalls or fails, so a deadline does not slip on a silent error.
Attribute AI spend to the matter, client and practice area, so it is clear what assistance costs to deliver.
Score one research or drafting workflow, write your standard as a rubric, and keep a record of how the AI performed, within minutes.