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
Free for 7 days. No card required. 30,000 credits and the full Accounting Firms library. Sign in with Google or Apple using your work email. Keep it after the trial at $3,500/mo.
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.
Free trial
Try it free for 7 days.
Free for 7 days. No card required. Keep it after the trial from $3,500/mo. It starts with shared public reference only; client files are connected when you decide.
Your 7 free days
$0
Free for 7 days. No card required. 30,000 credits and the full Accounting Firms library. Sign in with Google or Apple using your work email.
If you keep it
$3,500/mo · about $117 a day
5,000,000 credits/mo. Up to 16M raw-token-equivalent of shared accounting reference, queryable from day one. Choose it when your trial ends; nothing is charged until you do.
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.
Free for 7 days. No card required. 30,000 credits and the full Accounting Firms library. Sign in with Google or Apple using your work email. Keep it after the trial at $3,500/mo, or talk to us about a rollout built around your team.
Use cases
What Accounting Firms teams run on it.
Starting points to test during the free trial. Your professionals keep every judgment; the library supplies shared reference.
Standards lookup before the memo
Ask which standard governs a treatment and what the usual judgment points are before a senior writes the position paper.
Audit planning questions
Run a consistent set of risk and procedure questions per engagement type and hand the output to the planning team as a starting point.
Tax and filing orientation
Get a first read on filing requirements and common treatment questions so reviewers start from shared reference rather than individual memory.
Connect it to your work
Build it into the way your team already runs.
Two HTTPS calls. Create a handle for your own authorized material with /v1/compress, then ask questions with /v1/context/run. Call it from a scheduled job, a webhook or an internal tool, and post the answer where your team already works. See the API docs.
Shared firm workspace
Audit, tax and advisory teams ask against one prepared reference, with client files connected only where authorized.
Scheduled standards-change digests
Call /v1/context/run weekly with fixed questions per service line and post the changes that matter to each team.
Engagement-system triggers
When a new engagement or workpaper is opened in your practice-management system, trigger a run call that returns a planning checklist for the manager to review.
FAQ
Common questions.
Read the published evaluation or the guide to source-grounded answers.
Does it replace professional judgment?
No. It supplies shared reference and consistent first reads. Positions, sign-offs and advice stay with your professionals.
Can we connect client files?
Yes, only when and where you are authorized. The shared library works before any client file is connected; client material goes through /v1/compress.
How is this different from pasting standards into a prompt?
Pasting grows every call. A hosted library keeps the shared reference compact and reusable; in our published evaluation the peak prompt was about 3,444 tokens hosted versus about 51,313 raw.
What does the Accounting Firms plan include?
Free for 7 days. No card required. 30,000 credits and the full Accounting Firms library. Sign in with Google or Apple using your work email. Keep it after the trial at $3,500/mo with 5,000,000 credits per month.