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12 findings

Margaret Ellison, advisor (synthetic persona)Senior advisor, founder and executive practice, New YorkAbout $820M across 183 households; four relationships above $50M; 7 of those households are in this prototypeWho's who

Why this client

Alcott: $200K municipal bond matures in 30 days

Why this client

Alcott is number 8 of 11 on today's list: score 60.8 = materiality 64 × over a limit weight 0.95 (firm default). Flagged on: Upcoming maturity, $200K in 30 days; Liquidity funded 11 of 36 target months. 3 passages from 2 documents support it.

See the options

Materiality comes from the agent that raised the item; the weight is yours to tune on Today's list. The ranking and the relevance scores are arithmetic, and a model never reorders either.

3

Cited passages, from 2 documents

0

Related, not cited

0

Sources in conflict

0

Past review date

Why it was flagged

Over a limit

  1. LimitUpcoming maturity, $200K in 30 days
  2. ClientAlcott household
  3. GoalLiquidity funded 11 of 36 target months

Cited evidence, ranked

  • A municipal ladder provides tax-exempt income with scheduled maturities for high-bracket households.

    Municipal ladder, 1 to 7 years, passage p1prototype corpus, day 1

    Relevance 0.44="municipal" +0.08"maturity" +0.06"household" +0.04Cited by the opportunity record +0.25

  • Where a Liquidity strategy is unfunded, new cash inflows are the lowest-cost source of funding because no position has to be sold.

    Sizing a Liquidity strategy, passage p2prototype corpus, day 2

    Relevance 0.34="liquidity" +0.04"fund" +0.04Cited by the opportunity record +0.25

  • A Liquidity strategy is sized to cover two to five years of planned spending, held in instruments that do not require selling risk assets during a drawdown.

    Sizing a Liquidity strategy, passage p1prototype corpus, day 2

    Relevance 0.29="liquidity" +0.04Cited by the opportunity record +0.25
How relevance is scored, and where a model would sit
The query is the opportunity as the record states it: its title, class, strategy, action and reason path, and nothing more. Each passage's score is the share of the query's weight it covers, where a rarer term across the corpus counts for more and a term the corpus has never seen counts as its rarest, plus 0.25 when the record cites the document, halved when the document is past its review date. The floor is 0.20. In production a model rewrites the query and reranks the candidates; the floor, the citation requirement, the exclusion of superseded documents and the refusal stay in code, so a verdict never depends on a model's prose.

What the query matched

  • liquidity2 passages
  • fund1 passage
  • household1 passage
  • maturity1 passage
  • municipal1 passage
  • 200knone
  • alcottnone
  • bondnone

What the team already knows

  • Meeting, 120 days ago: Annual review; agreed to revisit cash once withdrawals start
  • Client service associate, 2 days ago: R. Alcott asked whether the bond maturing next month can go straight to cash.

Full briefing, with what could not be established

Client picture · Options · Documents