IDAIAI-native products for lending, collections and payments
Perspectives
Founder-authored analysis for financial institutions focused on disciplined execution, governance, and measurable financial impact.
Governed AI - Jul 24, 2026
The July 2026 Hugging Face incident is not a simple open-versus-closed model story. It is a warning that an institution's defensive analysis path must remain available when an attacker is unconstrained and hosted models refuse real attack artifacts.
12 min read
Applied AI - Jul 20, 2026
A regulated lender should treat a voice agent as a controlled collections workflow, not a talking model. The value case depends on selection, conduct, handoff, and measurable recovery economics.
13 min read
Conduct & Regulation - Jul 20, 2026
Cheap automated contact can increase pressure faster than recovery. Regulated lenders need contact policies that protect dignity, consent, privacy, and portfolio value by design.
11 min read
Language AI - Jul 20, 2026
India's speech AI infrastructure has advanced rapidly across 22 scheduled languages. Production readiness still depends on telephony, dialect, code-switching, domain vocabulary, and customer-level outcome testing.
12 min read
AI Economics - Jul 20, 2026
Voice-model prices are falling, but production cost remains variable. Lenders should budget the entire resolution path, including duration, tool use, retries, transfers, controls, and failed outcomes.
10 min read
Value Realization - Jan 12, 2026
Treating AI as a finance discipline aligns use cases to capital efficiency, operating risk, and measurable return windows.
8 min read
Governance - Nov 3, 2025
A governed operating model lets institutions scale AI without creating uncontrolled model risk or fragmented ownership.
7 min read
SelfPay - Sep 18, 2025
AI orchestration can improve collections recovery while lowering cost-to-collect through better segmentation, timing, and channel strategy.
9 min read