BLOG · 2026-09-25 · 6 min read

The ledger: splitting "savings" into three verifiable numbers

The most common problem with cost-cutting tools is that nobody can check their savings claims. The LanboX ledger exists to fix that.

Three numbers

Potential savings: what you would save if every replaceable call were replaced. Useful for deciding whether the work is worth doing.

Realized savings: the price gap between the baseline and calls actually served by skill models.

Verified savings: the portion of realized savings where quality also passed. This is the only number that is billed.

Anatomy of an entry

ledger entry
{
  "id": "L-20260925-4812",
  "skill": "ticket-triage@v7",
  "baseline_cost": 0.0026,
  "actual_cost": 0.0003,
  "quality": { "candidate": 0.962, "baseline": 0.958 },
  "verified": true
}

Why reproducibility matters

Every entry stores the price-sheet version, the scoring method and references to its samples. Anyone can feed in the same inputs and get the same result, and that is what makes a savings-share model trustworthy.

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