Accountable AI
Zuno sits between any AI model and a real decision. That meeting line is the seam: the model suggests, rules decide, code verifies. Every answer is sealed to a record you can reopen.
Why govern it
“Good news: your sum insured is ₹5 lakh and the bill is only ₹1,86,000, so you're fully covered. Submit the discharge summary and the original bills, and you should receive the entire amount back.”
Fluent. Confident. Wrong. And unprovable either way.
suggests“fully covered, ~₹1,86,000”
decidespolicy section 3.2 · room ₹8,000 > allowed ₹5,000 → pay in proportion
verifiespaid at 62.5% ✓ · room ₹15,000 + room-linked ₹75,000 + medicines ₹42,000 ✓
Your claim pays ₹1,32,000, not the full bill. Your plan covers rooms up to ₹5,000 a night and you took an ₹8,000 room, so the charges tied to the room are paid in that same proportion. Medicines are still paid in full.
sealed 2026-07-04 · 09:41 UTCreopen this record ↗
Why ₹54,000 smaller? The plan pays for rooms up to ₹5,000 a night and the room cost ₹8,000, so room-linked charges shrink in that proportion. The model missed this. The rules didn't. And you know it before discharge, not after.
Neural optimises for what sounds right. Symbolic proves what is right. Hybrid keeps both, and keeps the receipt.
How it works
The model you already run stays exactly where it is. Zuno decides what its words are allowed to become.
Any model you already run drafts candidate answers. Fluent, fast, fallible. Kept, never trusted.
“fully covered · ~₹1,86,000”
Fixed rules pick the exact clause that applies: the cap, the waiting period, the exclusion. Same input, same answer, every time.
policy section 3.2 → ₹5,000 a night
Code redoes the math: limits, dates, amounts. The model's guess must survive it, or the number changes.
0.625 × linked charges → ₹1,32,000
The answer ships with its verdict, its source, and a sealed record id you can reopen when it's questioned.
VERIFIED · zr_clm-7d31e2
What it governs
Hospital bills, flight delays, loan charges, final settlements. Wherever a rulebook decides what you get, Zuno checks the model's promise against it. Pick one.
And every record reads both ways. The hospital claim again, from both sides of the counter.
₹1,32,000, before discharge.
record zr_clm-7d31e2 · sealed · reopen anytime
Same clause, same math, read as adjudication instead of a claim.
One claim, one seam, two duties.
Zuno is not a new brain. It's a governed seam around the models you already trust: no swapped architecture, no waiting on a new foundation model. The neural side stays probabilistic. The symbolic side stays deterministic. The seam is where one is permitted to become the other. Deeper fusion comes later, if the math earns it.
The record
Bring the model you already use. Zuno adds the rules, the verification, and the receipt.