Prompt size at turn 12
44× smallerCrystal footprint vs raw-accumulating at the final turn. Crystal: 1,204 tokens. Raw accumulating: 53,475 tokens — 44× larger and growing every call.
A prepared library of public agency guidance, labeling conventions, submission terminology, safety communications and approval history for regulatory-affairs teams. Start the free trial with the reference layer, and add authorized product material only when you choose to.
Free for 7 days. No card required. 30,000 credits and the full Pharma Regulatory Affairs library. Sign in with Google or Apple using your work email. Keep it after the trial at $9,000/mo.
Three arms, same underlying model, same question set — no context, raw-accumulating, hosted crystal. At turn 12 the crystal sent 1,204 tokens; the raw arm sent 53,475 — 44× more, compounding every call.
Crystal footprint vs raw-accumulating at the final turn. Crystal: 1,204 tokens. Raw accumulating: 53,475 tokens — 44× larger and growing every call.
A formatting rule planted at turn 1 was checked deterministically every subsequent turn. No-context broke it 1 time (11 / 12 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, Pharma Regulatory Affairs 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 $9,000/mo. It starts with a shared public agency reference; product material is connected when you decide.
$0
Free for 7 days. No card required. 30,000 credits and the full Pharma Regulatory Affairs library. Sign in with Google or Apple using your work email.
$9,000/mo · about $300 a day
12,000,000 credits/mo. Up to 36M raw-token-equivalent of shared regulatory 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.
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.
Classify an agency position before drafting. Example question: “Which guidance topics bear on this submission question?”
Check labeling and safety wording against public conventions. Example question: “How is this kind of warning usually structured in public labeling?”
Compare public approval packages and review chronology. Example question: “How did earlier public reviews summarize this kind of evidence?”
Free for 7 days. No card required. 30,000 credits and the full Pharma Regulatory Affairs library. Sign in with Google or Apple using your work email. Keep it after the trial at $9,000/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.
Find how guidance, labeling conventions and precedent treat a question before the submission writer starts.
Ask consistent questions about labeling and safety language across products and compare against shared regulatory reference.
Get a first read on approval-history patterns for a product class to frame a strategy discussion.
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.
Regulatory, safety and quality teams ask against one prepared reference, with product dossiers connected only as authorized.
Call /v1/context/run on a schedule with fixed questions per product area and post what changed to the regulatory team.
When a draft label or submission section is checked in to your document system, trigger a run call that returns questions to resolve before review.
Read the published evaluation or the guide to source-grounded answers.
No. It is reference context for your regulatory team. Submission strategy and filings stay with your qualified professionals.
Yes, when authorized. Your material is connected separately with /v1/compress; the shared library works before anything private is connected.
In our published evaluation the library scored +0.49 versus no context and +0.24 versus raw retrieval on average. Read the published evaluation page for the method and its limits.
Free for 7 days. No card required. 30,000 credits and the full Pharma Regulatory Affairs library. Sign in with Google or Apple using your work email. Keep it after the trial at $9,000/mo with 12,000,000 credits per month.