LendingIQ
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Agent Brief
LAP · Tier 1 prime
Supply chain · Tier 2
Micro · Tier 3 agri
Loan against property for prime manufacturers in Tier 1 metros. Secured mortgage working capital for established private limited companies; low-risk, high-score borrowers.
Data Purpose
Training & fine-tuning
Scarce or imbalanced labels
Instruction tuning / SFT
Knowledge distillation
RLHF / RLAIF preference pairs
Evaluation & benchmarking
Long-tail coverage
Golden reference sets
Regression suites
Adversarial & red-teaming
Jailbreak & prompt injection
Malformed tool output
Hostile users
Bias & fairness
Counterfactual profiles
Disparate impact
Decision consistency
Privacy & compliance
PII-free environments
Cross-team & vendor sharing
Privacy-preserving releases
Agent simulation
Multi-turn conversations
Environment & world model
Tool-call simulation
Cold start & bootstrapping
New client onboarding
Product seeding
RAG & grounding
QA pairs from documents
Trap questions
Explainability & what-if
Counterfactual explanations
Evidence & attestation
How the loan book looks
3 entities · 2 sectors · Tier 1 · Bureau 760 · ₹60 L · 168 mo · balanced
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