Price driver
Budget guidance
Why it changes the scope
Browser-only or legacy system
+$3,000-$10,000 per system
Interface constraints, authorisation, monitoring, failure recovery, and vendor change exposure.
Historical cleanup or migration
+$2,000-$15,000
Volume, duplicates, missing identifiers, conflicting values, mapping, and reconciliation effort.
Custom document extraction
+$3,000-$12,000
Document variation, field complexity, validation requirements, and exception handling.
Source-grounded AI retrieval
+$10,000-$30,000
Ingestion, permissions, retrieval design, citations, evaluation, and human review controls.
Sensitive or regulated environment
20-30% complexity allowance
Additional contractual, access, data-location, validation, audit, and specialist-review requirements.
Rush delivery
20-25% scheduling allowance
Reserved delivery capacity and compressed review, testing, and decision windows.
Travel and third-party services
Paid separately
Travel, platform subscriptions, hosting, storage, API, AI, and usage charges remain visible and client-approved.