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MONEY FOUND · AN AGENT ON TALONIC

Somebody asked a question the original scope never anticipated. The answer was already in the estate.

Extraction scoped to a schema finds what the schema asked for. Everything else in the document is read, understood and thrown away. Nobody re-reads fifty thousand documents to answer a question that arrived late. Talonic reads to the document instead. The terms nobody requested are held rather than discarded. Money Found is what happens when somebody finally asks for them.

STAGE
a query over an estate that was already read
READS
the held terms, and a reference to what a system actually applied
WRITES
rows, each with the clause it came from
WHO DECIDES
the department that owns the answer, line by line against its own systems
STATUS
runs on request

DELEGATEMoney Found · produces a question the estate can answer

Because the read was never scoped to one schema, a department outside the original scope gets its answer in an afternoon rather than a project.

ON REQUEST · A STANDING QUERY

THE AGENT BAND

  1. SCOPE

    1

    estate, as it was already read. No new documents, no new source. Its entire input is a read that happened earlier for another reason.

  2. RULES

    0

    rules. Money Found asks rather than judges, and returns rows with the clauses they came from.

  3. ARTIFACT

    QUESTION

    a type of question the estate can now be asked, with the contract language under it. Never a verdict.

  4. REVIEW

    THE OWNER

    of the answer checks each row against their own systems. Nothing leaves as a finding ahead of that.

  5. LEDGER

    TO THE SOURCE LINE

    every concept surfaced carries the contract, the page and the text around it.

  6. STATUS

    ON REQUEST

    the read is live. The query runs when you ask.

Six cells, six units. Nothing here divides into anything else.

The values belong to whoever owns the estate.

01 / the scope

The whole input is a read that already happened.

Its scope is a contract estate that was read once, for another reason, usually a migration that asked for a specific set of fields. Its power comes from a decision taken before anyone framed a use case: read the document for everything it contains, not for the fields the current asker specified.

That decision costs more per document and looks like waste on the day you pay for it. It stops looking like waste the first time a department shows up that was not in the original scope. Serving the second department costs close to nothing. The documents have already been read.

An entitlement is not a number in a contract. It is the distance between what a contract says and what a system did. So the query needs two sides: the estate, where the terms live, and a reference to what was actually applied. Give it only the contracts and you get a beautiful list of clauses and no information.

money found · what it reads
input
the estate, as already read
held terms
captured, not delivered to the first department
reference
what a system actually applied

every row carries its clause and its page

02 / how it works

Three decisions taken earlier are the whole mechanism.

  • The read is not scoped to the schema. Talonic pulls every field it can find rather than only the ones the first department specified. A policy decision with a cost attached, taken deliberately.
  • What is captured and what is delivered are different sets. Terms nobody has asked for are held in a parallel structure, outside the governed set that flows into your system. A new department is served without renegotiating the first department’s contract.
  • There is a second side to compare against. The estate on one side and what a system actually applied on the other. This is the half everyone forgets, and it is why exhaustive extraction on its own finds nothing.

None of these decisions is taken to find anything. They are taken earlier, for other reasons. Money Found is not a new capability. It is the release of inventory that already exists, which is why it takes an afternoon rather than a project.

The capture side works off a catalogue of money relevant concepts. It knows the difference between a price adjustment clause, a price index reference, an escalation cap, a construction cost contribution and an early payment discount. Five different questions, five different answers. A system that treats them as one field is not doing the work.

Every concept carries one of two tags. It is money: the captured value is itself an amount. Or it points at money: it enables a check downstream without being an amount. Pointers never sum into a headline number. The easiest way to produce an impressive and dishonest figure in this category is to add a pointer to an amount.

Matching is deterministic. No language model in it. Case insensitive, diacritics folded, word boundaries anchored, so a three letter trigger cannot fire inside a longer word.

03 / the artifact

Types of finding, not findings.

What comes back is rows, each carrying the clause it came from and the page that clause is on. A formula, its parameters, its base value, its index factors, and the amount a system applied, side by side for the first time. Deliberately unexciting.

Three kinds of question an estate can usually answer once it has been read this way:

  • Cost allocation, contested by nature. Who bears the operating electricity cost is a genuinely contested term in energy contracting. A system given no instruction will not go looking for it. Capture it anyway.
  • An entitlement with no system that runs it. The price adjustment is defined in the contract. The system that would action it is a different system from the one that holds the contract data. The estate is the first place they meet.
  • Escalation, released from inventory. Price adjustment clauses carry formulas, parameters, base values and annual index factors. Captured and held back from the delivered set before anyone had a use case. Queried and resolved into the full formula later.

04 / the review

A standing query, asked on the day you want the answer.

An agent that produces evidence hands its work to the department that owns the answer. They compare the computed figures line by line against their own systems. Until they sign off, a result is a method and a shape, not a finding.

The incumbent for this class of question is a one off manual study by an outside firm. You pay once, you get an answer about the estate as it was that quarter, and the answer decays. A structured estate makes it a standing query. Ask on the day you want the answer, and again the day after. The second department to ask pays close to nothing.

Nobody else structures contract estates this way. Designing the method your team uses to prove a field is correct is part of the work, not a formality at the end.

05 / the ledger

A finding is only a finding if it ships its own context.

Every read is written down with the question that caused it. Every row carries the clause and the page. The result is not a claim to be trusted. It is a list that can be walked. When a row disagrees with the system of record, one of the two can show you the page and the line it was read from.

A bare value with a page number is not provenance. A claim about what a contract entitles somebody to is worth nothing without the clause under it, and a great deal with it.

06 / how to start

Start by reading for everything.

  • Read the estate once, exhaustively. Not for the fields the first project asked for. For everything the documents contain. This is the expensive half and it is paid once.
  • Keep what you did not deliver. Hold the terms nobody asked for in a parallel structure, outside the governed set. No renegotiation when the second department arrives.
  • Bring the second side. An export of what a system actually applied: billed values, index factors used, prices charged. No second side, no gap to find.
  • Ask one question. Pick the entitlement your finance team argues about most. Run it. Hand the rows to the people who own the answer.

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What is your estate holding that nobody has asked for?

Send a representative sample of contracts. We read them once for everything they contain and send back your data within five business days, with coverage, confidence and provenance on every value. Then ask it something nobody scoped. That is the whole test.