Prompt size at turn 12
38× smallerCrystal footprint vs raw-accumulating at the final turn. Crystal: 1,389 tokens. Raw accumulating: 53,368 tokens — 38× larger and growing every call.
Buy a healthcare compliance library built around shared privacy, billing, accreditation, and audit context before adding internal policies.
Free for 7 days. No card required. 30,000 credits and the full Healthcare Compliance library. Sign in with Google or Apple using your work email. Keep it after the trial at $5,500/mo.
Three arms, same underlying model, same question set — no context, raw-accumulating, hosted crystal. At turn 12 the crystal sent 1,389 tokens; the raw arm sent 53,368 — 38× more, compounding every call.
Crystal footprint vs raw-accumulating at the final turn. Crystal: 1,389 tokens. Raw accumulating: 53,368 tokens — 38× larger and growing every call.
A formatting rule planted at turn 1 was checked deterministically every subsequent turn. No-context broke it 2 times (1 / 3 held). Crystal: 1 / 1 checkable turns held.
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, Healthcare Compliance 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 for 7 days. No card required. Keep it after the trial from $5,500/mo. It starts with shared regulatory, billing and audit context; internal policy material is connected when you decide.
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Free for 7 days. No card required. 30,000 credits and the full Healthcare Compliance library. Sign in with Google or Apple using your work email.
$5,500/mo · about $183 a day
7,500,000 credits/mo. Up to 24M raw-token-equivalent shared healthcare compliance reference coverage. 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.
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.
A privacy-reference layer for public guidance, safeguards language, breach concepts, and policy alignment.
A billing-context layer for public reimbursement concepts, coverage language, and documentation expectations.
An audit-readiness layer for accreditation terminology, evidence expectations, and regulatory review language.
Free for 7 days. No card required. 30,000 credits and the full Healthcare Compliance library. Sign in with Google or Apple using your work email. Keep it after the trial at $5,500/mo, or talk to us about a rollout built around your team.
Starting points to test during the free trial. Your professionals keep every judgment; the library supplies shared reference.
Ask how a requirement applies to a workflow and get a consistent first read before the privacy officer reviews.
Run recurring billing-rule questions against shared reference to find the ones that need compliance attention.
Prepare a consistent set of readiness questions per department ahead of an audit.
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.
Privacy, billing and quality teams ask against one prepared healthcare compliance reference.
Call /v1/context/run weekly with fixed questions per program area and post the relevant changes to compliance owners.
When a privacy incident, audit finding or policy-exception ticket is opened, trigger a run call that returns the relevant requirements for the owner. Do not send protected health information unless your own agreements cover it.
Read the published evaluation or the guide to source-grounded answers.
No. The shared library works without any patient data. Do not send PHI unless your agreements and our terms explicitly cover it.
No. It provides reference context and consistent first reads. Compliance decisions stay with your officers and counsel.
Yes, when authorized. Policies and procedures go through /v1/compress and are asked about with /v1/context/run.
Free for 7 days. No card required. 30,000 credits and the full Healthcare Compliance library. Sign in with Google or Apple using your work email. Keep it after the trial at $5,500/mo with 7,500,000 credits per month.