Verified AI for ABF.
Track every dollar, model every payment and price any pool with zero hallucinations.
$102.6Price · verified
Accuracy
100% right
Catch fraud and covenant breaches before they cost you.
Productivity
3 months → 15 min
Months of work condensed to minutes, error-free.
Cost
10× lower
Token optimization and compute efficiency cut cost by a factor of 10.
The problem
AI made ABF faster. Not verifiable.
- Are the reported numbers real?
- Are legal definitions computed right?
- Can you trust the code behind the analysis?
Pricing one loan pool
Legacy methodsSlow, opaque, stale
—Still running
Claude / similarFast but unreliable
$112?Done first · unverified
AlloanSpeed and Accuracy
$102.6 ✓Done · right
UnverifiedVerifiedIllustration
Product
Autonomous platform from empirical analysis → model building → pricing
PAUL · logic transparent reasoning agent
1 · TrackLedgerTrack every payment
2 · ModelLitheBuild transition models
3 · PriceCaliperPrice tapes and capital structures
PAN · type system · guaranteeing 100% accuracy
Your senior analyst for every step
Paul
Our Verified AI agent returns 100% correct numbers, is consistent and transparent.
You · now
What is this pool worth?
Paul · Verified agent
Reading the tape…
$48.6MNAV
pool = tape("originator_A")nav = compute NAV(pool) using firm.pricing_method-- every term checked against ABF rules
DefinitionsContract rulesFirm methodReproducible
1 · Track every dollar
Ledger
Verify each payment and legal covenant.


Swipe to see the full screen ↔
2 · Model the loans
Lithe
Model loan defaults, prepays and recoveries.


Swipe to see the full screen ↔
3 · Price the tape
Caliper
Price and structure any pool.


Swipe to see the full screen ↔
Team
Combining capital markets expertise with deep-tech

Co-founder · CEO
Vijay Krishnamurthy
- CEO Alloan, Partner LL Funds
- 20+ years in investing and research in investment management
- Ph.D. Financial Engineering, Princeton University

Co-founder · CTO
Rajsekar Manokaran
- CTO Alloan, former faculty at IIT Madras
- 20+ years in theoretical computer science and AI
- Ph.D. Computer Science, Princeton University

Co-founder · Seed Investor
LL Funds
- SEC-registered investment management company
- 30+ years of investment experience across the entire ABF spectrum
- Net $5B+ unlevered returns to clients