Platform
Intelligence infrastructure for regulated credit
How B thinks, remembers, decides, and proves every action it takes.
The decision pipeline
Average pipeline latency: 340ms for simple queries, 2.1s for full underwriting decisions. Every step is logged, timestamped, and attributable.
Memory architecture
Six layers of memory. Zero hallucination tolerance.
Active conversation context. What B is thinking about right now for this specific interaction.
Past interactions and outcomes. Every conversation B has had with this borrower or lender.
Domain knowledge. Malaysian lending regulations, ANGKASA codes, product structures.
How to do things. Underwriting workflows, collection scripts, escalation protocols.
Self-awareness. What B knows about its own capabilities, confidence levels, and limitations.
Relationship graphs. Who knows whom, organizational hierarchies, communication preferences.
Security and compliance
Built for regulated financial services
All data stored in Malaysia. Primary infrastructure in MY-region cloud. No cross-border data transfer without explicit consent.
AES-256 at rest, TLS 1.3 in transit. Per-client encryption keys. Hardware security module for key management.
Full Personal Data Protection Act compliance. Consent management, data subject access requests, right to erasure built in.
Every decision logged to an append-only merkle chain. Tamper-evident, time-stamped, queryable. Export for BNM reporting.
Portability
Provider-abstracted AI. No vendor lock-in.
B is model-agnostic. We route to the best available LLM for each task type and run an annual rotation drill to prove zero dependency on any single provider.
Each Officer task is routed to the optimal model. Underwriting may use a different provider than Collections. Cost and quality optimized per-request.
Standardized interface layer means switching providers requires zero client-side changes. Prompt templates adapt automatically.
Once per year, we run B on an entirely different provider stack for 48 hours. Proves portability, benchmarks alternatives, keeps us honest.
Deploy Bolehlah.ai
Get B running on your loan book in under 2 weeks. We handle onboarding, data migration, and Officer calibration.