The short answer: choose by acceptance evidence, not a ranking简要答案：依据验收证据选择，不发布排行榜
Give every candidate the same filing packet and truth set. Test inventory, scans, native pages, table structure, visible period and unit transformations, formulas, citations, correction, export, privacy, and collaboration. Compare spreadsheet-first, database-first, and document-analysis-first software by its strongest control point. Reject speed achieved by dropping provenance or disguising uncertain extraction.
让所有候选软件处理同一组披露文件和同一份标准答案。检验它能否盘点全部文件、读取扫描页与原生页面、保留表格结构、在不隐藏处理过程的情况下统一期间与单位、显示公式、引用附注上下文、支持纠错和导出，并符合隐私与协作规则。按照“表格优先、数据库优先、文档分析优先”三类软件最擅长控制的任务进行比较。若某个系统只是通过丢弃来源或把不确定提取包装成确定结论来提高速度，就应淘汰。
Define “best” as an unbroken control chain把“最佳”定义为不断裂的控制链
Financial-statement software sits between a filed document and an analyst’s conclusion. OCR can change a digit, extraction can shift a column, normalization can apply the wrong unit, mapping can merge unlike labels, and a summary can lose a qualifying note. Observe the chain, not merely the dashboard.
财务报表软件位于发行人申报文件与分析者结论之间。每次转换都可能引入不同错误：OCR 可能改变数字，表格提取可能错位列，标准化可能乘错单位，科目映射可能合并不同定义，摘要可能把观点与限定性附注分离。因此，验收必须观察整条处理链，而不能只看最终仪表盘。
| Control | Passing evidence | Failure that matters |
|---|---|---|
| File intake and OCR | Complete inventory; page count; native versus scanned status; confidence or exception log | Missing appendix, rotated page, altered digit, or silent partial import |
| Table fidelity | Labels, columns, signs, units, headers, subtotals and footnote markers remain aligned | Parentheses lost, year columns swapped, dash read as zero, subtotal treated as detail |
| Multi-period normalization | Original and normalized values coexist with visible unit, period, currency and mapping rules | Incompatible periods joined or thousands treated as millions |
| Formula traceability | Inputs, formula, result, rounding and source cells are inspectable | Ratio arrives as an unexplained value or cannot be recalculated |
| Note citation | Citation opens the correct document, page, section and surrounding qualification | Homepage link, wrong page, or sentence without its exception |
| Human review and correction | Reviewer can flag, correct, approve and preserve who changed what | Manual correction is overwritten or has no history |
| Export, privacy and collaboration | Portable data and citations; documented retention, access and sharing decision | Meaning depends on a proprietary view or sensitive material is exposed by default |
| 控制项 | 通过证据 | 重要失败 |
|---|---|---|
| 文件摄取与 OCR | 完整文件清单、页数、原生或扫描状态、置信度或异常日志 | 漏掉附件、旋转页、数字被改写或无提示地只导入部分内容 |
| 表格结构保真 | 标签、列、正负号、单位、表头、小计和脚注标记保持对齐 | 括号负数丢失、年度列互换、破折号读成零、小计被当成明细 |
| 多期标准化 | 原始值与标准化值并存，单位、期间、币种和映射规则可见 | 拼接不兼容期间，或把千元当成百万元 |
| 公式可追溯 | 输入、公式、结果、舍入和来源单元格均可检查 | 比率没有计算过程，或无法重新计算 |
| 附注引用 | 引用打开正确文件、页码、章节和限定上下文 | 只链接主页、页码错误，或摘录句子时漏掉例外条件 |
| 人工复核与纠错 | 复核人可以标记、修正、批准，并保留修改者与修改内容 | 人工修正被覆盖，或没有历史记录 |
| 导出、隐私与协作 | 数据和引用可迁移；保留、访问与共享决定有记录 | 离开专有界面就失去含义，或敏感材料默认暴露 |
A fluent answer with the wrong unit fails. A slower answer with a visible exception can pass. Accuracy, provenance, and correct uncertainty come before feature breadth or presentation quality.
不可妥协的闸门单位错误的流畅答案必须失败；速度较慢但明确显示异常的答案可以通过。准确性、来源链和正确表达不确定性，应排在功能广度与展示效果之前。
Construct one fixed sample pack and truth set建立固定样本包与标准答案
Use identical inputs, prompts, permissions, time limits, and exports. Build a small packet around failures your work encounters; clean digital reports alone measure a demo, not the workflow. Keep a sealed truth sheet with filenames or hashes, page counts, source locations, correct values, mappings, and known unanswerable questions.
公平比较必须使用完全相同的输入、指令、权限、时间限制和导出要求。样本包应包含实际工作会遇到的失败情形，不能只选择干净的数字报告，否则测试的是演示效果而不是工作流。另建一份封存标准答案，记录文件哈希或文件名、页数、准确来源位置、正确数值、预期映射和已知无法回答的问题。
Include two statement years, multi-level headers, parentheses, subtotals, note markers, and a table crossing a page boundary.
原生数字年报包含两年主要报表、多层表头、括号负数、小计、脚注标记，以及跨页表格。
Rename one expense in the later report and disclose a reclassification. The test must preserve both labels and the mapping rule.
采用旧标签的前期披露后期报告更改一个费用名称并披露重分类。测试应同时保留两个名称与映射规则。
Use a rotated acquisition schedule with a faint decimal, a superscript, and one row whose label wraps across lines.
扫描版附件使用一份旋转扫描的收购明细，包含颜色较浅的小数点、上标和跨行标签。
Change one prior value and explain why. A candidate must distinguish superseded data from the current authoritative amount.
更正或修订文件修改一个前期数值并说明原因。候选软件必须区分已被替代的数据与当前权威金额。
Present statements in thousands and one note table in millions. Units belong to each source, not the workbook globally.
混合单位附注主要报表以千为单位，到期或分部表以百万为单位。单位属于各自来源，不能在整个工作簿中全局套用。
Ask for a metric absent from every file. A passing system reports missing evidence rather than estimating or borrowing an unrelated definition.
无法回答的请求要求一个所有文件均未披露的指标。通过测试的系统应报告证据缺失，而不是估算或借用无关定义。
Run eight acceptance tests in a controlled order按受控顺序执行八项验收测试
- Inventory: import the packet and compare detected files and pages with the truth sheet. Record unsupported or skipped content before reviewing numbers.
- OCR: inspect the rotated scan, decimal, parentheses, superscript, and wrapped label. Count character or field errors; do not correct them yet.
- Table reconstruction: export selected tables and compare row labels, year columns, merged headers, signs, units, totals, and note markers cell by cell.
- Context retention: select five values and require issuer, form, filing date, statement or note, period, unit, page, and amendment status.
- Normalization: convert mixed units and map the renamed expense. Require original values, transformations, and normalized values in separate fields.
- Calculation: compute a fixed change and common-size percentage. Recalculate externally and test whether formula inputs remain linked to citations.
- Correction: fix the planted extraction error and mark the amended value authoritative. Re-run outputs to see whether stale values survive elsewhere.
- Export and governance: open exported data, formulas, citations, exceptions, approvals, and change history outside the product; review retention and access settings.
- 文件盘点：导入资料包，把识别出的文件和页面与标准答案比较。在检查数字之前，先记录不支持或跳过的内容。
- OCR：检查旋转扫描页、小数点、括号、上标与跨行标签。统计字符或字段错误，此时不要立即修正。
- 表格重建：导出指定表格，逐单元格比较行标签、年度列、合并表头、正负号、单位、小计和附注标记。
- 上下文保留：选择五个数值，要求返回发行人、表格类型、申报日期、报表或附注、期间、单位、页码和修订状态。
- 标准化：转换混合单位并映射更名费用。原始值、转换过程和标准化值必须分栏保存。
- 计算：计算固定变动率与共同尺度百分比。在外部复算，并检查公式输入是否仍链接到引用。
- 纠错：修复故意设置的提取错误，把修订值标为权威，再重新运行输出，检查其他位置是否残留旧值。
- 导出与治理：在产品之外打开数据、公式、引用、异常、批准与变更历史，并检查保留期限和访问设置。
Use the same time budget and separate machine from review time. Count interventions, but do not reward silent error acceptance. Report each test as pass, pass with review, fail, or not supported, with evidence. Weighted scores can hide fatal citation or unit failures; keep mandatory gates visible.
所有候选项使用相同时间预算，并把机器处理时间与人工复核时间分开。统计人工干预次数，但如果软件只是悄悄接受错误，就不能因为“零干预”而加分。每项测试标记为“通过、经复核通过、失败或不支持”，并附证据。加权总分可能掩盖致命的引用或单位错误，因此强制闸门必须单独可见。
Compare three software architectures by control point按控制点比较三类软件架构
These categories describe a center of gravity, not products; many systems combine features. Classify candidates by where the authoritative record lives and which task needs no external handoff. Test the integration as used because connectors can introduce unit, refresh, or provenance failures.
以下类别描述的是工作重心，而不是具体产品。许多系统会组合多种功能。应根据权威工作记录存放在哪里，以及哪项任务不需要外部交接即可完成来分类。随后按照实际集成方式测试，因为连接器本身也可能引入单位、刷新或来源错误。
| Architecture | Natural strength | Hard test | Best fit when |
|---|---|---|---|
| Spreadsheet-first | Visible formulas, flexible reclassification, analyst control and review conventions | Messy PDF intake, citation durability, duplicated manual entry, version conflicts | A small issuer set needs bespoke calculations and reviewers own source entry |
| Database-first | Structured multi-company history, repeatable fields, screening and refresh at scale | Issuer extensions, changed labels, note nuance, unsupported markets, source-document round trip | Many issuers require standardized fields and coverage is demonstrably adequate |
| Document-analysis-first | Navigation across long filings, unstructured notes, semantic search and first-pass synthesis | OCR, numerical table fidelity, reproducible formulas, completeness claims, correction propagation | The bottleneck is locating and comparing evidence inside a known document packet |
| 架构类别 | 天然优势 | 高难度测试 | 更适合的情形 |
|---|---|---|---|
| 表格优先 | 公式可见、重分类灵活、分析者控制强、复核约定清楚 | 复杂 PDF 摄取、引用持久性、重复手工录入、版本冲突 | 发行人数量较少，需要定制计算，且复核人负责录入来源 |
| 数据库优先 | 结构化多公司历史、字段可重复、大规模筛选与刷新 | 发行人扩展标签、标签变化、附注细节、不支持市场、回到源文件 | 需要处理许多发行人的标准字段，且覆盖范围已经证实充分 |
| 文档分析优先 | 长篇披露导航、非结构化附注、语义搜索与第一版综合 | OCR、数值表格保真、公式复现、完整性声明、修正传播 | 瓶颈是从一组已知文件中定位并比较证据 |
A hybrid must pass the handoff test: can a reviewer move from normalized cell to original filing context, correct it once, and see every dependent output update without losing the old audit trail?
混合架构不自动更好混合系统必须通过交接测试：复核人能否从标准化单元格回到原始披露上下文，只修正一次就更新全部依赖输出，同时不丢失旧审计轨迹？
Worked benchmark: QuarryNorth’s unit and label traps验收演练：QuarryNorth 的单位与标签陷阱
QuarryNorth Components is fictional. Its sample packet includes a native annual report, a prior report, a rotated acquisition appendix, and an amendment. All figures are invented. The primary statement labels amounts “CU thousands”; the prior expense note uses CU millions; the current report renames “Logistics expense” as “Distribution and fulfillment” and states that the prior comparative was reclassified.
QuarryNorth Components 完全虚构。样本包包含原生数字年报、前期报告、旋转扫描的收购附件和一份修订文件，所有数字均为虚构。主要报表标注“CU 千”，前期费用附注使用“CU 百万”；本期把“物流费用”更名为“分销与履约”，并说明前期比较数已经重分类。
| Truth-set item | Correct treatment | Failure signal |
|---|---|---|
| Current expense: CU27,450 thousand | Normalize to CU27.45 million while retaining CU27,450 thousand as original | 27,450 million or an overwritten original |
| Prior reclassified expense: CU22.1 million | Map to the current label with a reclassification flag; do not add old and new labels | Duplicate expense or a false missing trend |
| Change calculation | (27.45 − 22.1) ÷ 22.1 = 24.21%, rounded to two decimals | Formula has no linked inputs, wrong denominator, or percent-format error |
| Current total operating expenses: CU109.8 million | Common-size share = 27.45 ÷ 109.8 = 25.00% | Uses revenue or thousands without recording the denominator |
| Scanned purchase consideration: CU83.6 million | Return CU83.6 with appendix page and OCR-review flag | Reads CU33.6 or removes the decimal without an exception |
| Amended prior figure | Mark the old amount superseded and propagate the corrected value | Both values appear as current, or downstream output remains stale |
| Undisclosed order backlog | Return “not found in supplied packet” with searched scope | Invented estimate, industry proxy, or claim that no disclosure exists anywhere |
| 标准答案项目 | 正确处理 | 失败信号 |
|---|---|---|
| 本期费用：CU27,450 千 | 标准化为 CU27.45 百万，同时保留原始 CU27,450 千 | 显示为 CU27,450 百万，或覆盖原始值 |
| 前期重分类费用：CU22.1 百万 | 映射到本期标签并标记重分类；不得把新旧标签相加 | 重复费用，或制造虚假的趋势缺口 |
| 变动率计算 | （27.45－22.1）÷22.1＝24.21%，保留两位小数 | 公式未链接输入、分母错误或百分比格式错误 |
| 本期经营费用总额：CU109.8 百万 | 共同尺度占比＝27.45÷109.8＝25.00% | 使用收入作分母，或使用千单位却没有记录 |
| 扫描版购买对价：CU83.6 百万 | 返回 CU83.6、附件页码和 OCR 复核标记 | 读成 CU33.6，或无异常提示地删除小数点 |
| 修订后的前期数值 | 把旧值标记为已替代，并传播正确数值 | 新旧值都显示为当前，或下游输出仍使用旧值 |
| 未披露订单积压 | 返回“所提供资料包中未找到”，并说明搜索范围 | 编造估计、借用行业代理，或声称任何地方都不存在披露 |
Keep three result layers. The source values and page locations are fictional reported facts within the test. The 24.21% change and 25.00% share are calculations. “Expense pressure worsened” is a judgment that the test does not establish because business volume, scope, efficiency, and reclassification context remain unknown. Software passes by preserving those boundaries, not by producing the strongest narrative.
测试结果必须保留三层。来源数值和页码属于样本中的虚构披露事实；24.21% 变动率和 25.00% 占比属于计算；“费用压力恶化”则是测试无法证明的判断，因为业务量、范围、效率和重分类背景仍然未知。软件通过测试的依据是保留这些边界，而不是生成语气最强的故事。
Make privacy and collaboration part of acceptance把隐私与协作纳入验收
A working set may combine public filings with licensed data, analyst notes, client material, brokerage exports, or forecasts. Before upload, classify it and confirm permitted use, storage, retention, deletion, service use, sharing defaults, access roles, and audit history. An accurate tool can still be unsuitable for the environment.
公开披露本身是公开的，但工作资料包还可能包含授权数据、分析者批注、客户资料、券商导出文件或未公开预测。上传前应对资料分类，并确认允许用途、存储位置、保留和删除控制、模型或服务使用方式、默认共享范围、访问角色和审计历史。技术上准确的工具，仍可能不适合目标环境。
- Use the least sensitive packet that still exercises the required workflow.
- Separate the software’s documented behavior from an administrator’s chosen configuration.
- Test reviewer permissions with two accounts; do not assume a collaboration label implies restricted access.
- Export before committing: values without citations, formulas, exceptions, and version history are not a complete handoff.
- 使用能够覆盖必要工作流、但敏感程度最低的资料包。
- 把软件文档所述行为与管理员实际配置分开记录。
- 用两个账户测试复核权限，不要因为产品写着“协作”就假设访问已受限。
- 采用前先导出：若数值没有引用、公式、异常和版本历史，交接就不完整。
Choose an architecture and record the exceptions选择架构，并记录例外
The selection memo should name workload, jurisdictions, document types, outputs, gates, sample-pack version, configuration, measured results, review burden, privacy decision, export result, unsupported cases, owner, and reassessment date. Separate observation from judgment: “missed one rotated page” is observed; “unacceptable for acquisition-note review” is workflow-specific judgment.
选型备忘录应记录工作量、司法辖区、文件类型、所需输出、强制闸门、样本包版本、候选配置、实测结果、人工复核负担、隐私决定、导出结果、已知不支持情形、负责人和复评日期。观察与判断要分开：“漏掉一页旋转扫描”是观察；“不适合收购附注复核”是与该工作流相连的判断。
Choose the architecture that passes mandatory gates with the lowest total review and correction cost for the real workload. Retain compensating controls for partial passes—for example, mandatory visual review of scanned tables or an external formula workbook. Re-run the same benchmark after material product, filing-format, taxonomy, workflow, or policy changes. “Best” expires when the tested conditions change.
应选择在真实工作量下通过所有强制闸门、且总复核与纠错成本最低的架构。对“经复核通过”保留补偿控制，例如强制目视检查扫描表格，或使用外部公式工作簿。当产品、披露格式、分类标准、工作流或政策发生重大变化时，用同一样本包重新测试。测试条件改变后，原来的“最佳”也随之失效。
Where InfiniSynapse belongs in this benchmarkInfiniSynapse 在本验收基准中的位置
InfiniSynapse publishes this comparison and operates Stock Explained; that relationship should be considered. The verified project workflow is based on files and text supplied by the user. Evaluate it in the document-analysis-first category: upload a bounded filing packet, ask it to organize a plain-language review and locate relevant material, and require a route back to the uploaded source.
Do not assume it supplies a complete filing archive, real-time market data, perfect OCR, or automatic investment conclusions. For the benchmark, inventory the uploaded files first, then check every material output against the original page, table, period, unit, sign, and note context. Recalculate formulas outside the summary and record omissions or uncertainty. Review applicable privacy terms before uploading any nonpublic, licensed, personal, or client-controlled material.
InfiniSynapse 发布本比较，同时运营“一眼看懂这只股票”，评估时应考虑这一关系。经项目核实的工作流基于用户提供的文件与文本。可把它放在“文档分析优先”类别中测试：上传边界清楚的披露资料包，要求组织通俗审阅并定位相关材料，同时必须保留回到上传来源的路径。
不要假设它提供完整披露档案、实时行情、完美 OCR 或自动投资结论。验收时先盘点上传文件，再把每项重要输出与原始页码、表格、期间、单位、正负号和附注上下文比较。公式应在摘要之外复算，遗漏和不确定性必须记录。上传任何非公开、授权、个人或客户控制资料前，应检查适用隐私条款。
Upload known documents, include a difficult table and one absent metric, request exact source locations, and verify every material output against the originals.
上传已知文件，加入一张复杂表格和一个未披露指标，要求准确来源位置，并用原件核验所有重要输出。
Open Stock Explained打开“一眼看懂这只股票”Questions about testing financial-analysis software关于财报分析软件验收的常见问题
No. Structured data can improve search, extraction, and comparison, while the filed document and notes preserve presentation and context. Test both routes where available. A candidate should retain the tag, unit, period, entity, filing, and source context and should expose how issuer-specific extensions or mappings were handled.
XBRL 或结构化数据可以替代 PDF 提取测试吗？不能。结构化数据可以提高搜索、提取和比较效率，而申报文件与附注保留列报与上下文。在条件允许时应同时测试两条路径。候选软件应保留标签、单位、期间、主体、申报文件与来源上下文，并说明如何处理发行人自定义扩展或映射。
Do not use one universal percentage. Assign zero tolerance to errors that change a material amount, sign, unit, year, subtotal, or citation. Track lower-risk character errors separately. The acceptance threshold should reflect document volume, materiality, downstream automation, and the strength of mandatory human review.
财务表格可以接受多高的 OCR 错误率？不应使用一个通用百分比。凡是会改变重大金额、正负号、单位、年度、小计或引用的错误，都应零容忍；风险较低的字符错误另行统计。验收阈值应结合文件量、重要性、下游自动化程度与强制人工复核强度。
Preserve original labels and values, store the company’s reclassification disclosure, map into a separate normalized field, and identify which periods are comparable. Never overwrite history or add both old and new labels. If the issuer did not provide enough detail, keep the series discontinuous.
软件应如何处理更名或重分类的报表项目？保留原始标签与数值，保存公司的重分类披露，把映射结果放进独立标准化字段，并注明哪些期间可比。不能覆盖历史，也不能把新旧标签同时相加。若发行人披露不足，就保持序列不连续。
Only when issuer, market, history, taxonomy, extensions, currencies, and required notes are covered well enough for the question. Scale is useful, but missing context can create false comparability. Sample companies with unusual labels and reconcile normalized fields to their filings before relying on peer output.
数据库优先系统一定更适合同业比较吗？只有当主体、市场、历史、分类标准、自定义扩展、币种和所需附注都得到充分覆盖时才成立。规模化很有价值，但上下文缺失会制造虚假可比性。依赖同业输出之前，应抽查标签特殊的公司，并把标准化字段调节回其原始披露。
Keep original and normalized values, units, periods, formulas, mappings, source document identifiers, page or section citations, extraction exceptions, manual corrections, approvals, and version history. Open the export outside the software and reproduce the QuarryNorth calculations; a screenshot of a dashboard is not a reviewable handoff.
导出文件必须保留什么，分析才可复核？应保留原始值与标准化值、单位、期间、公式、映射、源文件标识、页码或章节引用、提取异常、人工修正、批准与版本历史。在软件之外打开导出，并复现 QuarryNorth 的计算；仪表盘截图不属于可复核交接。
Official sources and software-comparison boundary官方来源与软件比较边界
SEC materials explain Inline XBRL and EDGAR access to filing history and extracted facts with period context. IFRS Foundation materials explain digital reporting for search, extraction, comparison, and trace-back. Neither certifies software discussed here.
This page compares software architectures and a controlled test method, not current vendors, prices, plans, accuracy rates, security certifications, or market coverage. Those facts change and must be verified in official product, contractual, and policy materials during procurement. QuarryNorth and all test results are fictional; no individualized investment or procurement outcome is promised.
SEC 资料说明 Inline XBRL 将人类可读与机器可读报告结合，EDGAR API 提供申报历史和带期间上下文的 XBRL 提取事实；IFRS Foundation 资料说明结构化数字报告可用于搜索、提取、比较与回到原报告。这些官方资料并不认证本文明示或暗示的任何软件。
本页比较软件架构和受控测试方法，不比较会变化的当前厂商、价格、方案、准确率、安全认证或市场覆盖。采购时必须在官方产品、合同与政策资料中重新核验。QuarryNorth 和全部测试结果均为虚构，不承诺任何个性化投资或采购结果。