Prompt size at turn 12
15× smallerCrystal footprint vs raw-accumulating at the final turn. Crystal: 3,444 tokens. Raw accumulating: 51,313 tokens — 15× larger and growing every call.
Accounting Firms plan
Answer standards, audit and tax questions from one shared reference.
A prepared library of public accounting standards, audit guidance, tax authority concepts and filing conventions for your audit, tax and advisory staff. Start the free trial with the reference layer, and connect client material only when you choose to.
Start free 7-day trial · $3,500/mo
Free for 7 days. Card required. Monthly credit allowance included.
Multi-turn benchmark
One configuration forgot its instructions. One didn't.
Three arms, same underlying model, 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.
Instruction retention
No-context forgotA 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 detectedAll 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, The same model 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.
Free for 7 days, then a workspace subscription. Card required. It starts with shared public reference only; client files are connected when you decide.
Monthly allowance
5,000,000 credits/mo
Up to 16M raw-token-equivalent of shared accounting reference, queryable from day one.
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
Find the right topic and terminology fast. Example question: “Which recognition and measurement language applies to this arrangement?”
- Accounting-topic classification cues
- Recognition and measurement language checks
- Disclosure requirement orientation
Audit Guidance
Align workpaper language with common audit concepts. Example question: “What evidence expectations usually sit behind this assertion?”
- Audit assertion vocabulary alignment
- Evidence sufficiency review cues
- Control-testing language consistency
Tax and Filing
Prepare advisory memos against public authority concepts. Example question: “How do public filings usually describe this item?”
- Tax authority concept map
- Public filing language comparison
- Advisory memo structure cues
Try the Accounting Firms library free for 7 days.
$3,500/mo after the free trial. Or talk to us about a rollout built around your team.