Methodology scenarios
Anonymised composite workflows showing how we would run the engagement. Not client work.
Vendor invoice reconciliation is the three-way matching of invoices against purchase orders and goods receipts, where the exceptions are the manual work. It is a strong back-office first project because the exceptions are logged and measurable. This page describes how Chokmah would run that engagement.
Internal helpdesk knowledge retrieval uses a retrieval-augmented assistant to answer repetitive employee questions from policy documents. The common mistake is optimising deflection rate, which rewards confident wrong answers. This page describes how Chokmah would build it to cite sources and abstain.
RFQ response drafting is the assembly of a first-draft proposal by matching each question to prior answers and current source facts. It suits agentic assistance because a person always reviews before send, but the hard part is retrieval, not writing. This page describes how Chokmah would run that engagement.
Agent-assisted onboarding to a legacy codebase is often assumed to speed new joiners up, but the one rigorous RCT found experienced developers 19% slower in mature codebases while believing they were faster. This page describes how Chokmah would measure the effect for a specific team before recommending any rollout.
EDI exception triage is the manual work of resolving EDIFACT messages that fail validation before they reach a booking system. It is a strong first agentic workflow because the queue is bounded, already logged and already measured. This page describes how Chokmah would run that engagement.
First-pass contract clause review locates playbook-relevant clauses and flags deviations for a reviewer, before legal. It suits agentic assistance because it is comparison against a known standard, but the stakes make recall the priority. This page describes how Chokmah would build it as triage, never as approval.
