Disclosure

Sample case study — based on internal pilot data with design partners under NDA. Firm name and identifying details are illustrative; the underlying time-savings figures reflect measured pilot performance. Real customer case studies replace this once written authorizations land.

Hawthorne Capital:
K-1 quarter, in an afternoon.

A composite eight-advisor firm, 320 households, alts-heavy. K-1 season was the operational pinch point — until templates and workflows took it apart.

40 → 4 hrs

K-1 processing per quarter

90%

Reduction in re-keying time

12

Document types templated

2 hrs

Setup, end-to-end

Hawthorne Capital is an eight-advisor RIA serving 320 households, with a meaningful alts allocation across private equity, real estate partnerships, and venture funds. Quarterly K-1 processing consumed roughly 40 hours of operations time per quarter — line items copied into household profiles, attached to tax workpapers, forwarded to CPAs.

The director of operations described it as "the one thing that puts us behind every April."

  • § 2.01Defined a single K-1 template covering the standard partnership fields — distributable share, capital account roll-forward, state allocations, qualified business income.
  • § 2.02Wired a workflow: on document.uploaded with classifier label "K-1", run extraction → attribute write → notify the household's lead advisor.
  • § 2.03Setup was completed in roughly two hours during onboarding; the template extended naturally to eleven additional recurring document types over the following month.

The undersigned reports

Quarterly K-1 processing time dropped from 40 hours to under 4 hours. The remaining time is review and exception handling, not data entry. The operations director redirected the recovered capacity to onboarding new households — three full additions in the following quarter, with no headcount added.

"The first time it just worked, I assumed something was missing. Then we checked it line-by-line against last quarter's spreadsheet and there was nothing to fix."
— Director of Operations, Hawthorne Capital (composite firm)

If K-1 season — or sub-doc season, or trust amendment season — is the bottleneck on your firm, we'd like to talk.

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