Accounting Firms plan

Accounting teams need standards memory before client judgment.

Buy an accounting-firms library built around shared standards, audit, tax, and disclosure context before adding private client work.

Multi-turn benchmark

One configuration forgot its instructions. One didn't.

Three arms, same model (gpt-4.1-mini), same question set — no context, raw-accumulating, hosted crystal. At turn 12 the crystal sent 3,444 tokens; the raw arm sent 51,313 — 15× more, compounding every call.

Prompt size at turn 12

15× smaller

Crystal footprint vs raw-accumulating at the final turn. Crystal: 3,444 tokens. Raw accumulating: 51,313 tokens — 15× larger and growing every call.

Instruction retention

No-context forgot

A formatting rule planted at turn 1 was checked deterministically every subsequent turn. No-context broke it 1 time (9 / 10 held). Crystal: 8 / 8 checkable turns held.

Answer quality — 12 turns

No degradation detected

All three arms produced substantive answers through turn 12 with no meaningful quality decline. The separating factors are prompt size and instruction retention, not raw answer quality.

How this was run. 12 turns, Accounting Firms vertical, gpt-4.1-mini held constant across all three arms. Raw-accumulating arm: source corpus injected at turn 1, then full conversation history re-sent on every subsequent turn — the window grows every call.

Subscription

$3,500/mo for Accounting Firms.

Workspace subscription for firms that need shared standards and advisory context before private client work is connected.

Monthly allowance

5,000,000 credits/mo

Up to 16M raw-token-equivalent shared accounting reference coverage.

Start 7-day trial

Why this can cost less

Raw RAG can inflate every prompt with retrieved text. The crystal keeps shared operating judgment compact and reusable, so teams buy a monthly memory layer instead of repeatedly paying for larger, noisier context windows.

Context crystals

Representative coverage.

Each plan includes protected access to prepared industry memory across the recurring work areas below. Your team sees the benefit in chat while the library's source construction remains private.

Standards Orientation

A standards-reference layer for classifying topics, terminology, and recurring interpretation questions.

  • Accounting-topic classification cues
  • Recognition and measurement language checks
  • Disclosure requirement orientation

Audit Guidance

A practice-support layer for common audit concepts, evidence expectations, and workpaper language.

  • Audit assertion vocabulary alignment
  • Evidence sufficiency review cues
  • Control-testing language consistency

Tax and Filing

A public tax and filing reference layer for common authority concepts, reporting language, and advisory preparation.

  • Tax authority concept map
  • Public filing language comparison
  • Advisory memo structure cues