One pipeline, from raw source to a Case you can check.
This is how Aculeus works out what a move means for you. It takes a brief, pulls the sources, reads what happens next and the case against it, and names the one signal to watch. Every claim cites the source behind it, and you can re-run the Case when the facts change — then set the approved Case for whatever audience has to read it.
01The pipeline
Everything between a raw source and a Case you can check.
Past retrieval, Aculeus finds the gaps in the source set, re-queries against them, reads what the move means for you, states the case against its own call, and ties every point back to a source.
10 STAGES, END TO END · 01–05 RETRIEVE · 06–10 READ & VERIFY
01IntakeRead the brief. Classify intent. Set scope and review level.
02ContextBuild the subject pack — known facts, relationships, timeline.
03Official sourcesQuery government and regulatory APIs: SEC EDGAR, FEC, CourtListener, USAspending.
04Source searchRun news, web, and deep-research providers in parallel.
05CaptureFetch the actual pages so the evidence stays attached.MOST TOOLS STOP HERE. ✕
06Gap analysisIdentify the holes in the source set before reasoning.
07Second passRe-query the sources, aimed at the gaps the first pass left.
08ReasoningWrite the Case — the consequence, the counter, and the one signal to watch.
09ReceiptsPull a direct quote from a source for every concrete claim.
10ReviewAudit every claim and tag confidence before delivery.
02Sources
The connectors that feed the pipeline.
as shipped. Private-data families — your contracts and internal systems — take the same socket and are on the roadmap.
01FilingsSEC EDGAR, company registries, annual reports, disclosures
02Records (public)Federal spending, lobbying, FARA, sanctions and watchlists
03CourtsDockets and opinions via CourtListener
04ResearchPDFs, web pages, and documents you upload
06Systems · ROADMAPCRM, ERP, vendor masters, legacy databases, BI extracts
THE WHOLE PIPELINE, IN ONE LINE
A brief goes in. A dossier you can defend comes out — every line on the record.
IN
A BRIEF
THROUGH
10 STAGES
OUT
CITED DOSSIER
AGAIN
The pipeline does the work. The workbench is where your team actually works the case, attaches the source trail, and ships the Case.
03The desk
Eight panels share one state. Every one keeps the source path attached.
One desk for the situation, the sourced reasoning, the counter-case, and the signal to watch. Picking up a colleague's work — or coming back to your own three weeks later — works exactly the same way.
CASE FILE
SUBJECT
NVIDIA CORPORATION (NVDA)
RUN
5ECFB3C9
DRAFTED
2026-06-03
SOURCES
553 REVIEWED · 34 CITED
Every panel below is staged on this case — a real run, end to end. Nothing on the desk is mocked up.
ACULEUS · CASE FILENVIDIA (NVDA)
01
SIGNAL FIELD
Live ingestion of every connected source, rendered as a probable-relationships map. Click any entity and the rest of the workbench refocuses around it.
MICROSOFT · AMAZON · GOOGLE · METAcustomers building custom AI silicon (Maia, Trainium, TPU, MTIA)
TWO UNNAMED CUSTOMERS39% of Q2 FY2026 revenue — the concentration line
TSMCadvanced-node manufacturing reliance
BISthe export-control regulator — the one signal to watch
ONE ENTITY → SEVEN PANELS REFOCUS
02
SOURCE TRAIL
CITATION SPINE
Every claim attached to the source material that produced it. Filings, contracts, news, expert notes, internal records — all tracked, all auditable, never paraphrased without the citation.
01NVIDIA Announces Financial Results for Fourth Quarter and Fiscal 2026sec.govATTACHED
02Nvidia's top two mystery customers made up 39% of its Q2 revenuecnbc.comATTACHED
03NVIDIA details AI strategy and China export risksstocktitan.netATTACHED
+ 31 MORE ON THIS CASE'S TRAIL
CitedOR IT DOESN'T SHIP
EVERY CLAIM → ITS SOURCE
03Confidence ReadingHow far a Case can be trusted, with the four weighted factors behind it on the page: source quality, recency, corroboration, completeness. Nothing to take on faith.
04Review StateVerified, needs review, unresolved, contradicted: an explicit state on every reading, so a colleague picking up your case sees exactly where it stands.
05Signal WatchThe leading indicators a Case turns on, flagged when they move. A new filing, a rating change, or a fresh record on an entity you care about reopens the Case so you can take it again.
06Entity ResolverMatch probabilities, alias graphs, parent/subsidiary structure, registry crosswalks. The resolver shows its work so you can override it when it matters.
07Unresolved AssumptionsClaims with a source trail but only one confirming record. Surfaced explicitly so they don't slip into the final package as if they were verified.
08The CaseReady to brief, share, and re-open: the findings, the counter-case, the open questions, and the recommended next step — exportable with the source trail baked in.
CONFIDENCE READING · FOUR WEIGHTED FACTORS, NEVER AN INVENTED SCORE
Every Case carries the consequence, the case against it, and the one signal to watch — and keeps the path back to the material that produced it. The Case never changes shape; only what each part has to defend is different.
01The ReadThe finding, and what it does to your position.
02The counter-caseThe honest argument the other way.
03The tellThe one signal that says it is turning.
04The source trailEvery line traced back to its source.
05The Dispatch
One approved Case, rendered for every audience.
The Case is the research. The Dispatch is the actionable step: it turns an approved Case into the media you ship. When a Case is approved, Aculeus freezes it into an immutable snapshot and renders it for the audience in front of you — the credit desk, counsel, the board. The emphasis moves; the record does not. The model writes only from the cited Case in front of it, the citations ride inline through the finished piece, and any line whose citation does not resolve back to the record is flagged for the human — never silently shipped.
01FreezeThe approved Case is frozen into an immutable snapshot — every fact carries the citation it earned in research. The render works from this record and nothing else.
02RenderOne pass writes the piece in the audience's format — an op-ed, an article, a report today; social posts, AI-video scripts, and explainer videos are roadmap. The format is the prompt; the facts and their inline citations carry through from the Case.
03ResolveEvery inline citation in the finished piece is mapped back to its source in the Case. A citation that does not resolve is surfaced to the reviewer as a flag on the draft — visibility, not silent repair.
04ScoreName the action you want the reader to take. A synthetic panel of the target audience reads the render and reacts in free text; each reaction is mapped to a Likert distribution by embedding similarity (SSR — Semantic Similarity Rating, arXiv:2510.08338). The result is an action-intent score: a ranking signal over drafts, not a measured persuasion lift.
05TuneA capped revise-and-rescore loop — at most twice. Each variant is re-rendered from the same frozen Case and re-checked the same way, so the door tunes but the record never moves. The highest-scoring variant is a candidate, not a decision.
06ShipNothing publishes on its own. A human reviews the draft — flags and all — and approves before anything leaves the building.
The frame moves; the facts do not. Five spectrum profiles ship built in — Hyper-progressive, Left of center, Center, Right of center, Right wing — research-grounded configuration on a moral-foundations and moral-reframing basis (pointers to the literature, not an academic claim). Each is a door into the same record: it sets which moral language leads, which messengers carry trust, and which terms to avoid — and it can only reorder atoms that already exist in the frozen Case. The counter is force-carried into every render, the same fact set reaches every door, and the score never lets a frame change a number.
Audience profiles — the frame, the lexicon, the messengers a render may use — are configuration, not code: versioned and change-audited, so a change to how the board sees a Case is itself on the record. And the last gate is a person: if the gestalt pass cannot clear a render, it routes to human review rather than shipping on its own say-so.
“Different doors. Same receipts. The substance is locked to the frozen Case; only the salience moves.”
06The fields
Seven fields. Same engine, same discipline.
The same four-part Case, pointed at the field you work in — only what it has to defend is different. Judge it on a real Case, not on this page.
01 · ENTERPRISECounterparty diligenceLeads with: What you inherit
02 · MARKETSEquity & credit researchLeads with: What the move means for you
03 · SUPPLY CHAINSupplier riskLeads with: What it does to your line
04 · LEGALLitigation researchLeads with: What the record means
05 · MEDIAClaim verificationLeads with: Whether the claim holds
06 · PUBLIC SECTORGrant & program oversightLeads with: Where the money exposes you
07 · RESEARCHResearch synthesisLeads with: What the evidence supports
07Receipts
The site that keeps receipts on itself.
PULL ANY LINE ↓
Aculeus sells judgment you can audit — and this paragraph is the audit. In every Case, , and before events name it for you. Trust here is measured, not asserted: , , and the standard holds at . The record runs deep — — and it stays live, because when the facts move. And what you hand us stays yours: , you can , with and , under .
Twelve claims, twelve receipts, zero exceptions. The Ledger on the edge of the screen keeps the tally.
GUARANTEE 01■ SELF-ASSERTED
“Producing a read sends content to third-party model providers that process it under their own terms, and Aculeus never trains models on your content.”
ACULEUS HOMEPAGE §THE-TRAIL (PUBLISHED PRIVACY POSTURE; SAME LINE AS LIB/COPY.TS PRIVACY.BODY) · RETRIEVED 2026-06-12
“Configuration changes, access-control decisions, and administrative actions are recorded to an append-only audit log. Tenant administrators can export their organization’s audit log on demand.”
That number isn't typed in — it's computed from the same claims registry that renders every receipt on this site. If a claim lost its verification, the build would fail before this sentence could overstate it.
18 receipts. 0 guesses. See one.
08The method
How much weight a Case can carry, shown on the page.
— each one explicit, and each one traces back to the sources behind it.
“When the evidence is thin, the Case says so — it never reads more confident than the sources behind it.”
The standard: , ever — and .
01SOURCE QUALITYPRIMARY
DERIVATIVEPRIMARY
Tier of the publisher, primary vs. derivative, reputation.
02RECENCYCURRENT
STALECURRENT
How fresh the claim is relative to the question being asked.
03CORROBORATIONINDEPENDENT
SINGLEINDEPENDENT
How many independent sources agree on the same fact.
04COMPLETENESSON-POINT
ADJACENTON-POINT
Whether the source actually answers the question or only adjacent ones.
The same discipline holds across every claim: source it, or do not say it. Every concrete line keeps the verbatim receipt behind it, with the source and the date it was checked — and where the record runs thin, the Case flags the gap on the page rather than papering over it. The emphasis a Dispatch chooses can move between audiences; the substance stays locked to the record.