Consilience案例
与知识共事的全新方式。
每个案例都展示同样四件事：堆积了什么材料、你点击什么、你问什么、你得到什么。从最接近你工作的那个开始读。
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A product manager with five years and 1,800 notes finds his own writing using a concept that appears nowhere in the title. Not a real customer story — a hypothetical scenario we thought through.
Across 1,800 notes, asking "what did I write up about the subscription economy last year?" surfaces notes that never use the phrase in the title or the body as "Related", and the "Where this came from in your notes" card separates the direct hits from the ones reached by walking relations.
Example · Hypothetical scenario阅读案例 →Solo design studio"We never said that"
A brand designer covering nine clients alone keeps what each client said in a meeting word for word, with the speaker attached. This is a hypothetical scenario, not a real customer story.
Across 12 meeting notes and 60-odd feedback emails, asking "what did Client A say about type direction?" returns the founder's own sentence, with her name on it and a "ClientA-0312-meeting · line 14" citation.
Example · Hypothetical scenario阅读案例 →Personal investingNews that breaks your assumption, pinged
A retail investor with eight years of research notes pulls the assumption he wrote at buy time back up, sets a watch on the words that assumption hangs on, and gets a notification when new stories come in. Not a real customer — a hypothetical scenario we thought through.
The buy-thesis note and the incoming news note attach to the same ticker entity, a matching item fires a "Watch: capacity expansion" notification, and asking about that holding returns an answer that quotes sentences from both notes together.
Example · Hypothetical scenario阅读案例 →团队 · 初创公司2
Why did we build it this way?
The CTO of a 30-person B2B SaaS company questions 200-odd meeting notes and a pile of architecture decision records one decision at a time. A hypothetical scenario about a workspace where the original sentence and its revision trail outlast the person who wrote it.
Ask for "every decision we made about multi-tenancy, newest first" and six decisions come back with who said each one, an "Architecture sync (2021-11).md · line 14" citation, and a "Superseded" badge on the two that got reversed.
Example · Hypothetical scenario阅读案例 →Venture capitalCheck deck claims against the data room
A Series A investor drops 40 pitch-deck slides, 130 data-room documents, and 6 reference-call transcripts into one workspace, then stands the data-room number and the call quote next to the founder's claim, in their own words. Not a real customer story — a hypothetical scenario we thought through.
Across 40 pitch-deck slides, 130 data-room documents, and 6 reference-call transcripts, a question like "put the founder's churn claims next to the data-room numbers" comes back as a table where every row carries the source sentence and a "{note} · line {n}" citation.
Example · Hypothetical scenario阅读案例 →企业 · 产业现场11
Just ask, and the clause comes too
Instead of paging through the Subcontracting Act themselves, construction field staff just ask in plain language. A customer PoC where Consilience answers with the supporting clause and a source link attached.
Ask the 32-page Subcontracting Act something like "if we pay more than 60 days late, what about the late-payment interest?" and get an answer with the supporting clause and its source link attached.
Customer PoC · Demo阅读案例 →Global ManufacturingScattered close, in one place
Putting the data of six affiliates — scattered across SAP, Excel, and email — onto a single ontology, from automatic reconciliation all the way to consolidation adjustments. The story of a global manufacturer's K-IFRS consolidated-close PoC.
Map six affiliates' SAP extracts, Excel files, and emailed attachments onto a common ontology, classify intercompany reconciliation differences by cause — timing, amount, classification — and get recommended consolidation adjustment entries out as Excel.
Customer PoC · Demo阅读案例 →Home Appliances B2CFragmented work into one flow
An example built on synthetic data assuming home-appliance B2C operations. We internally tested whether work that fragments into ERP lookups, Excel crunching, and memory-dependent rule application could be tied into one flow that handles data and documents together.
Put 18 operational CSVs and 23 settlement-policy documents into one workspace, reconcile across orders and shipments to find unshipped transactions, and apply the policy to the data to compute the violating transactions and the clawback amount.
Example · Hypothetical scenario阅读案例 →Digital Life InsuranceConsultation as one flow
A blueprint for digital life insurance consultation that connects policy lookup, cited evidence, and personalized recommendations into one flow. The direction we're charting with Consilience, still at the planning and concept stage.
Answer a policy question mid-consultation with the policy section it rests on attached, narrow product candidates against the customer DB, compare coverage and conditions, then hand off to a sales rep at the enrollment step.
Planning · Concept stage阅读案例 →Consumer Finance · CardsCatching conflicts by relationship
A hypothetical scenario that links a card company's merchant contracts as an ontology, catching hidden conflicts in terms by following relationships rather than keywords.
Link one merchant's layered master contract and special clauses as Merchant, Contract, and Fee·Term entities, and get differing fee rates live on the same transaction, or settlement cycles that contradict each other, flagged as conflict candidates.
Example · Hypothetical scenario阅读案例 →Agriculture & LivestockAI placed beside the data
An agriculture and livestock company that can't send its data outside is running a PoC: placing a small AI inside its internal network to ask and answer over scattered production, distribution, and quality data in one place.
Ask an sLLM running on the company's own GPU from an internal-network browser: RAG answers the questions that need document evidence, the Data-Agent answers the ones that need figures aggregated, and the data never leaves the internal boundary.
Customer PoC · Demo阅读案例 →Medical devicesAn agent that pinpoints the right cell
In a 1,593-page medical-device technical document, the answer isn't in the prose — it's in one cell of a table. Consilience preserves the tables and their cross-references so it can answer while pointing to the evidence. (Customer PoC · Demo)
Ask a 1,593-page technical manual "What's the allowable range for this parameter?" and get an answer that followed the table structure and cross-references like "Table A follows Table B," pointing to which cell of which table is the evidence.
Customer PoC · Demo阅读案例 →Healthcare manufacturing · QualityHandwritten tables into data
A customer PoC that first made quality documents — a mix of handwriting and image tables — "readable." We demonstrated the screen flow and the final output, and honestly left quantitative performance and the ontology expansion for the next stage.
Take QbD quality documents that mix hand-written values and captured image tables, handle even merged cells and irregular layouts, and get back searchable, aggregatable table data with its rows and columns alive.
Customer PoC · Demo阅读案例 →Retail & DistributionFrom addresses to a catchment map
Stores, customers, and competitors that lived as addresses in a spreadsheet are turned into coordinates, put on a map, and analyzed for reach, sales by area, and underserved gaps. The coordinate math is done by libraries, and a spot you pick leads back to the graph. Not a real customer case — a hypothetical scenario built on synthetic data.
Turn the stores, customers, and competitors that were only addresses into coordinates on a map, overlay each store's 15-minute reach with the order hotspots to find the trade areas no store reaches, then click that zone to trace back to the customers behind the orders.
Example · Hypothetical scenario阅读案例 →Law firm · M&AChange-of-control clauses, minus 6×3 weeks
A senior lawyer at the buy-side law firm loads a 9,400-file data-room export into a workspace on their laptop and asks questions that cut across contracts, spreadsheets, and board minutes. Not a real customer story — a hypothetical scenario we thought through.
In a 9,400-file data room, a question like "which contracts with a change-of-control clause have a counterparty in the top 10 by revenue?" comes back with the clause text quoted and source links attached, and no file ever leaves the laptop.
Example · Hypothetical scenario阅读案例 →ManufacturingThe handover, 18 months before he retires
A 30-year veteran of the paint line retires in 18 months. A hypothetical scenario for pulling 15 years of scanned handwritten maintenance logs and a weekly interview recording into one workspace.
From 15 years of scanned handwritten maintenance logs and a weekly interview recording, a question like "booth 3 pressure hunting, past cases on humid days" comes back with what was done at the time and links to the log notes it came from.
Example · Hypothetical scenario阅读案例 →科研 · 学术4
Three lines of evidence, one channel
A pharma and chemical R&D case where internal reports, patents, and external papers are queried from one channel, and every answer comes with its source (document name, page, metadata). At the customer PoC and demo stage, with quantitative performance still under validation.
Ask internal technical reports, patents, and external papers from one channel without moving windows, and get a report where the document name and page, the patent conditions, and the paper metadata are attached as sources.
Customer PoC · Demo阅读案例 →Biotech R&DA renamed failure from 3 years ago
The head of research at a 45-person biotech ties an internal code name, CPD-0417, to its newer name across 6,200 lab-notebook entries. A hypothetical scenario.
Across 6,200 lab-notebook entries, a question like "every experiment we've run on this target with this scaffold" comes back with the internal code name and the new name folded into one compound, and the reason each program stopped quoted from the note that says it.
Example · Hypothetical scenario阅读案例 →Grad school · ImmunologyWhy did I switch protocols again?
A fourth-year immunology PhD student, four months out from her defense, gets her own two-year-old decision back verbatim. Not a real customer story — a hypothetical scenario we thought through.
In a workspace holding 900 literature notes and 400 experiment records, asking "every judgment I wrote about Protocol B, in order" returns the sentence written two years ago word for word, along with which note it came from and which line.
Example · Hypothetical scenario阅读案例 →National research institute20 years of conclusions, and what changed
A research fellow at a national research institute asks 1,800 reports spanning 20 years "how has our institute's conclusion on this topic changed?" and "which earlier studies overlap with this new proposal?" Not a real customer case — a hypothetical scenario.
Ask 1,800 reports spanning 20 years "how has our institute's conclusion on road-noise reduction standards changed?" and the decisions come back as a list in date order, with revised conclusions struck through, wearing a "Superseded" badge and cited as "{report} · line {n}".
Example · Hypothetical scenario阅读案例 →公共 · 政府4
Asking the rulebook on one screen
A university academic affairs office that used to hunt for the governing clause in a vast rulebook tied asking, loading, and editing into one workspace. Every answer comes with the source text of the clause. Having passed security review, it's near deployment.
Ask in natural language which clause governs a matter like a major change or a leave of absence and get the regulation's name, the clause's location, and the clause's source text on one screen; upload a revised PDF and it lands in the index automatically; edit the regulation right in the system's editor.
Near deployment阅读案例 →Public sector · Leisure/resortAn in-house AI inside the air gap
A public resort-operating agency on an air-gapped network with no outside internet. Model, data, and UI all run on a single GPU server inside the network — a PoC for an in-house AI that even lays the evidence out for you.
On a single GPU server inside an air-gapped network with no outside internet, handle summarization, translation, proofreading, reports, and coding from one screen, and check the citation marker and the verbatim internal source passage in the Evidence Panel on every answer.
PoC · Partially measured阅读案例 →City emergency opsOne bridge, two reports that disagree
The emergency operations center of a city of 400,000. When a district's HWP report and a fire radio log say different things about the same bridge, you find those two lines side by side before the 21:00 briefing. This is a hypothetical scenario, not a real customer story.
From a folder mixing district HWP reports, fire radio logs, and spreadsheets, ask "every report on Dongbu Bridge, in time order" and get an answer with "Dongbu district situation report #3 · line 12" attached — without sending a single document outside the government network. The two reports that disagree come back stacked in the answer, and nothing lands until a person confirms it.
Example · Hypothetical scenario阅读案例 →Government policyAudit answers in the memo's own words
A ministry division director who inherited nine policy announcements and some sixty research reports answers "when did this position change?" with the announcement's own sentence and a revision pair. Not a customer story — a hypothetical scenario.
Across nine policy announcements and some sixty research reports, asking "what's the current position on deposit recovery?" returns the current decisions in the exact sentences the announcements printed, with the 2023 position alongside them, struck through, carrying a "Superseded" badge and a "Superseded by {note}" link.
Example · Hypothetical scenario阅读案例 →新闻调查 · 分析2
Finding the links in 4,200 scans
Leave 4,200 leaked document scans in a folder on your laptop and ask, in one line, how the companies, the people, and the addresses are tangled together. A hypothetical scenario for a local newsroom's investigative desk.
With 4,200 leaked scans sitting in a folder on the laptop, ask in one line for "companies registered at a building owned by the procurement director's spouse, and the contracts those companies appear in" — and get an answer that quotes the sentence from the corporate registry.
Example · Hypothetical scenario阅读案例 →Security think tankReview a filled-in hypothesis table
In a workspace mixing seven languages of press clippings with satellite imagery reports, an OSINT analyst gets the conflicting evidence back with source references attached. Not a real customer story — a hypothetical scenario.
In a workspace holding 340-odd clippings in seven languages and 12 satellite imagery reports, asking "lay out the conflicting evidence on the Kandas Third Industrial Complex, with sources" returns a list split into supporting and contradicting evidence, every item carrying a [[bracket]] reference, with a "Where this came from in your notes" mini-graph drawn underneath the answer.
Example · Hypothetical scenario阅读案例 →