Representation

An agency is an institution. And an institution is a bet too.

The engine grades an agency or a draft advisor the way it grades a player: on the record, at a confidence, and never on the brand. The same discipline that refuses to inflate a top pick's KR by his pedigree refuses to grade an agency by its logo. Deals beat-versus-market, the arbitration record, free-agent outcomes against dollars-per-win, retention, and for the amateur, bonus-versus-slot and the leverage of a real commitment alternative, each term auditable, each carrying its tier of data and the confidence that sizes it. It is read two ways: for the player choosing representation, and for the club that has to negotiate against it.

Case 01 · the MLB agency, graded from the record

The record is the grade. The logo is not a term.

An agency is an institution, and an institution is a bet too. The engine grades it on auditable terms, the way it grades a player on the record: deals beat-versus-market, the arbitration record, free-agent outcomes against dollars-per-win, and client retention, each carrying its data tier and confidence. The output is a read, not a ranking of names.

81Institution grade70% confidenceComposite MLB agency
Deals beat vs marketmeasured74% conf
+3.4% above the model's projected value, same service class
Did clients sign above or below the model's projected value at the same service class. This is the core auditable term.
Arbitration recordmeasured72% conf
won 6 of 8 filed, settled above projection on the rest
Hearings won and filed-versus-settled outcomes measured against the arbitration projection.
Free-agent outcomesinferred58% conf
-2% vs dollars-per-win on long-term deals
Free-agent contracts measured against dollars-per-win. A small loss on long-term timing, held at lower confidence.
Client retentionmeasured80% conf
88% multi-year retention
This agency beats the market on arbitration and loses a little on long-term free-agent timing, at a stated confidence. That is a read off the record, not a ranking of logos.
Price is not reputation. The engine grades this agency on auditable terms the way it grades a prospect on the record, and it will not inflate the grade for the name any more than it inflates a top pick's KR by his pedigree.

The grade is 81 at 70% confidence, and it opens: the agency is MEASURED-strong on arbitration and retention, INFERRED-soft on long-term free-agent timing, and every term names the data behind it. A club negotiating against this agency reads the same record the player reads when he chooses it. The record is the grade. The logo is not a term.

Illustrative engine read on the real institutional grading terms (deals beat-versus-market, arbitration record, free-agent dollars-per-win, retention), each at its own tier and confidence. Composite agency, demonstration figures; no real agency is assigned an invented number.

Case 02 · the amateur draft advisor

Leverage is a record too, priced at the confidence the data supports.

For a draft-eligible amateur, the advisor's leverage is the bonus negotiation. The engine grades him on outcomes relative to slot: the record of signing clients above or below slot for their draft position, the willingness and ability to hold a commitment as leverage, and the read on whether that leverage is real. The confidence reflects the thin, private data.

74Advisor grade54% confidence, on thin dataComposite draft advisor
Bonus vs slotinferred52% conf
+6% above slot for draft position, across recent classes
The record of signing clients above or below slot for where they were drafted.
Commitment as leverageinferred49% conf
holds a real college or transfer alternative
The willingness and ability to walk a client back to school, which is what makes the leverage credible.
Is the leverage real?inferred47% conf
yes, backed by follow-through in past negotiations
v0 · current-as-ofThe amateur-money context is v0 and current-as-of: the bonus-pool rules and the slot values move, so the record is graded against the rules as they stand today, not a fixed constant.
Graded on outcomes relative to slot, at a confidence that reflects thin, private data. The leverage reads real, the bonus record beats slot, and the band is wide because the data is scarce, which the grade says out loud instead of hiding.

The advisor grade is 74 at 54% confidence, and the low confidence is the honest part: amateur money is private and thin, so the record is graded against the current rules and carried at a wide band, never dressed up as certainty. A real advisor edge, priced at the confidence the data actually supports.

Illustrative engine read on the real amateur-advisor grading (bonus-versus-slot outcomes, the commitment alternative as leverage), each at its own tier and a wide confidence. Composite advisor, demonstration figures. Amateur-money context flagged v0 and current-as-of.

Case 03 · the player's-eye read

Given your path, here is the fit, the band, and the break-term.

Turn the same institutional grade around for the athlete. Given his projected path, arbitration-heavy, free-agent-heavy, or draft-entry, the engine reads which representation profile fits and what the institution is actually likely to add or cost across that path. The output is a bet with its confidence, not a recommendation dressed as certainty.

Arbitration-heavy
this player's path
a cost-controlled young player headed into the arbitration years
Free-agent-heavy
a player whose value is a big open-market payday
Draft-entry
an amateur negotiating a signing bonus
For an arbitration-heavy path
The agency with the arbitration edge fits, because its record beats the market exactly where this player's value is about to be decided.
Likely addsa few points of arbitration value across the control years, at 72% confidence
Likely costsa little on the eventual free-agent deal, where its record runs slightly below market
The bandwide enough to matter; this is a bet with a range, not a verdict
The term that would break the bet: if his path turns free-agent-heavy sooner than projected, the fit inverts, and the arbitration edge stops being the thing that matters.

For this player's arbitration-heavy path, the agency with the arbitration record is the fit, likely to add value in the control years and cost a little at free agency, inside a band, with the break-term named. That is a read the player can weigh, not a name he is told to trust. Here is what the record says, here is the band, here is the term that would break the bet.

Illustrative engine read on the real player's-eye institutional read (the projected path matched to a representation profile, the add and the cost across that path, the confidence band, and the break-term). Composite player and institutions, demonstration figures.

The law underneath
Graded on the record, never on the name.

An institution gets graded on the same terms as a player: the record, the tier of the data behind it, and the confidence that sizes it. The engine will not grade an agency by its name any more than it grades a prospect by his draft slot, because the whole product is refusing to let reputation stand in for a read. The MLB agency beats the market where its record beats the market and loses where it loses; the amateur advisor is carried at a wide band because the money is private and thin; and the player weighing them gets a bet with a range and a named break-term, not a name he is told to trust.