Run a benchmark before choosing a category or product先跑基准测试，再选择工具类别或产品
There is no durable, evidence-based ranking of the “best” AI financial analysis tools for every user. Products, plans, connectors, controls, and prices change; filing summary differs from multi-period calculation or governed enterprise work. Run one sanitized pack through eight pass/fail tests: source admission; table and unit fidelity; long-document retrieval; reproducible calculation; citation location; cross-period alignment; permissions and retention evidence; and export plus human review. Set mandatory gates first, preserve prompts and outputs, and rerun after material updates. A fluent summary can still read thousands as millions, mix quarter and year-to-date periods, or cite the wrong table. “Best” means fit for a named job under observed conditions—not the longest feature list or a vendor position. Check outputs against filings, notes, spreadsheets, and agreements.
不存在对所有用户都长期有效、证据充分的“最佳 AI 财务分析工具”排名。产品、模型、套餐、连接器、安全控制和价格都会变化，而且总结一份申报文件，与进行多期计算或受治理的企业工作流完全不同。应准备同一份已脱敏基准包，对候选工具运行八项通过/失败测试：来源接入、表格与单位保真、长文检索、计算可复现、引用定位、跨期对齐、权限与保留证据，以及导出和人工复核。测试前先设定强制门槛，保存提示、输入和输出，在重大更新后重跑。一个工具可能很会概括管理层叙述，却把“千”为单位误读成“百万”、混淆单季度与年初至今，或引用错误表格。因此，“最佳”只能表示在明确任务和已观察测试条件下最适合，而不是回答最流畅、功能清单最长或厂商名次最高。所有重要输出都必须回到原始申报、附注、表格和协议核验。
Name the job before opening the comparison打开比较前先给任务命名
| Tool pattern | Job it may fit | Benchmark emphasis |
|---|---|---|
| Document assistant | Find and summarize disclosures in a bounded filing set | Retrieval, quotations, page-level citations, table reading |
| Spreadsheet or coding assistant | Reperform calculations and build schedules from controlled inputs | Formula visibility, units, rounding, error handling, export |
| Structured filing-data service | Screen standardized facts across issuers or periods | Taxonomy context, filing dates, amendments, custom-tag limitations |
| Enterprise data agent | Join authorized databases, files, definitions, and recurring review | Permissions, lineage, source binding, reproducibility, deliverables |
| General conversational model | Explain concepts or draft questions from non-sensitive excerpts | Unsupported claims, missing source context, manual evidence transfer |
| 工具形态 | 可能适合的任务 | 测试重点 |
|---|---|---|
| 文档助手 | 在限定申报文件中定位并概括披露 | 检索、引文、页级引用与表格读取 |
| 表格或代码助手 | 从受控输入复算并建立明细表 | 公式可见性、单位、舍入、错误处理和导出 |
| 结构化申报数据服务 | 跨公司或期间筛选标准化事实 | 分类标签语境、申报日、修订及自定义标签限制 |
| 企业数据 Agent | 联合授权数据库、文件、定义并进行重复复核 | 权限、血缘、来源绑定、可复现性和交付物 |
| 通用对话模型 | 用非敏感摘录解释概念或起草核查问题 | 无依据主张、来源语境缺失和人工搬运证据 |
These are workflow categories, not quality claims about named vendors. One product may span several categories, and the enabled features can differ by interface, account, deployment, or date. Write the decision sentence first: “We need to compare three annual reports and reproduce covenant headroom with page-level evidence,” or “We need a first-pass filing summary with no confidential uploads.” A winner for one sentence can fail the other.
这些是工作流类别，不是对具体厂商质量的断言。一个产品可能横跨多类，而且可用功能会因界面、账户、部署方式或日期而不同。先写决策句：“我们要比较三份年报，并用页级证据复算契约余量”，或者“我们只需对无保密内容的申报做初步摘要”。适合前一句的工具，可能无法通过后一句的约束。
Freeze one benchmark pack and its answer key冻结一份基准包及标准答案
TideFrame Marine Components and every document, page, fact, and result below are invented. The pack contains a 186-page 20X5 annual report, the 20X4 annual report, a 20X5 interim filing, a covenant amendment, and a spreadsheet of segment data. Statement figures are USD thousands unless noted.
纯虚构基准TideFrame Marine Components 以及下述全部文件、页码、事实和结果均为虚构。基准包包括 186 页的 20X5 年报、20X4 年报、20X5 中期申报、契约修订和分部数据表格。除特别说明外，报表单位为千美元。
| Locked answer-key item | Expected value and locator |
|---|---|
| 20X5 revenue | 248,600 thousand = 248.6 million; income statement page 71 |
| 20X4 revenue | 226,000 thousand = 226.0 million; comparative column page 71 |
| Reported revenue growth | (248.6 − 226.0) ÷ 226.0 = 10.0% |
| Acquisition contribution | 12.4 million; business-combination note page 119 |
| Comparable revenue growth, case convention | (248.6 − 12.4 − 226.0) ÷ 226.0 = 4.5% |
| Gross profit and margin | 248.6 − 170.4 = 78.2; 78.2 ÷ 248.6 = 31.5% |
| Case free cash flow | CFO 35.2 − PP&E purchases 18.7 = 16.5 million |
| Covenant headroom | (Debt 100 − permitted cash 10) ÷ covenant EBITDA 32 = 2.81× versus 3.25× maximum |
| 锁定的标准答案项目 | 预期数值与定位 |
|---|---|
| 20X5 收入 | 248,600 千美元 = 248.6 百万美元；利润表第 71 页 |
| 20X4 收入 | 226,000 千美元 = 226.0 百万美元；第 71 页比较列 |
| 报告收入增速 | （248.6 − 226.0）÷ 226.0 = 10.0% |
| 收购贡献 | 12.4 百万美元；企业合并附注第 119 页 |
| 案例同口径收入增速 | （248.6 − 12.4 − 226.0）÷ 226.0 = 4.5% |
| 毛利及毛利率 | 248.6 − 170.4 = 78.2；78.2 ÷ 248.6 = 31.5% |
| 案例自由现金流 | 经营现金 35.2 − 购置 PP&E 18.7 = 16.5 百万美元 |
| 契约余量 | （债务 100 − 允许扣除现金 10）÷ 契约 EBITDA 32 = 2.81 倍，上限 3.25 倍 |
The answer key must be produced manually and reviewed before any candidate sees the pack. It records source file, page or cell, unit, period, definition, formula, expected result, rounding tolerance, and acceptable abstention. Include traps native to finance: a table continued on the next page, negative values in parentheses, a 53-week period, a restated prior column, current plus noncurrent debt, restricted cash, and a non-GAAP covenant definition in an amendment.
标准答案必须在候选工具接触文件前由人工制作并复核。每项都记录来源文件、页码或单元格、单位、期间、定义、公式、预期结果、舍入容差及可接受的拒答。应放入财务工作中的真实陷阱：跨页表格、括号负数、53 周期间、重述比较列、流动加非流动债务、受限现金，以及修订协议中的 non-GAAP 契约定义。
Run eight gates with observable pass criteria用可观察标准运行八道关口
| Gate | Exact test | Pass record |
|---|---|---|
| 1 Source admission | Load all five sanitized files; enumerate file names, page counts, sheet names, and failures | Inventory matches manifest; no silent omission |
| 2 Table and unit fidelity | Extract eight keyed facts including parentheses, thousands, and split debt | All values, signs, units, periods, and table labels match |
| 3 Long-document retrieval | Find acquisition contribution, revenue policy, restricted cash, and covenant definition | Correct passage and surrounding qualification returned |
| 4 Reproducible calculation | Compute growth, comparable growth, margin, FCF, and leverage | Formula, inputs, units, rounding, and result can be rerun |
| 5 Citation location | Attach a locator to every factual input | File plus page, note, table, or cell leads reviewer to evidence |
| 6 Cross-period alignment | Reconcile reported, restated, quarterly, year-to-date, and 53-week labels | No mixed windows; changes and reclassifications disclosed |
| 7 Permission and retention evidence | Test least-privilege access and obtain current policy answers | Observed access boundaries plus documented retention, deletion, training-use, and administrator controls |
| 8 Export and human review | Export question, manifest, prompt, source map, calculations, exceptions, and conclusion | A second person can reopen, challenge, sign off, or rerun |
| 关口 | 固定测试 | 通过记录 |
|---|---|---|
| 1 来源接入 | 载入五份已脱敏文件，列出文件名、页数、工作表与失败项 | 清单与 manifest 一致，无静默遗漏 |
| 2 表格与单位保真 | 提取八项标准事实，包括括号负数、千元单位和拆分债务 | 数值、符号、单位、期间与表头全部一致 |
| 3 长文检索 | 定位收购贡献、收入政策、受限现金和契约定义 | 返回正确段落及其限制语境 |
| 4 计算可复现 | 计算增长、同口径增长、毛利率、FCF 与杠杆 | 公式、输入、单位、舍入和结果均可重跑 |
| 5 引用定位 | 为每个事实输入附定位 | 文件加页码、附注、表格或单元格能带复核人回到证据 |
| 6 跨期对齐 | 协调报告、重述、单季度、年初至今和 53 周标签 | 不混期间，并披露变更与重分类 |
| 7 权限与保留证据 | 测试最小权限，并取得当前政策答案 | 观察到访问边界，并有保留、删除、训练用途与管理员控制文件 |
| 8 导出与人工复核 | 导出问题、清单、提示、来源图、计算、例外和结论 | 第二人能够重新打开、质疑、签字或重跑 |
Set gates 1–6 to fail on one material numeric or locator error; averages can hide a fatal unit mistake. Gate 7 is not passed by marketing adjectives. Record policy URL, document date, contractual terms, tested role, and unanswered questions. Gate 8 is not “copy chat to PDF”: the export needs enough inputs and intermediate work for independent replay. NIST’s AI RMF offers a useful risk vocabulary—valid and reliable, accountable and transparent, explainable and interpretable, privacy-enhanced—but the evaluator must choose context-specific measures and thresholds.
第 1—6 关若出现一个重大数字或定位错误就应失败，平均分可能掩盖致命单位错误。第 7 关不能靠宣传形容词通过，要记录政策链接、文件日期、合同条款、已测试角色和未回答问题。第 8 关也不是“把聊天复制成 PDF”；导出包必须保留足够输入与中间过程，供独立复算。NIST AI RMF 提供了有效可靠、负责透明、可解释可理解、隐私增强等风险语言，但具体指标和阈值仍应由评估者按使用情境设定。
Watch a summary pass while the numbers fail观察摘要通过、数字却失败的情形
| Candidate output on TideFrame | Result | Why |
|---|---|---|
| “Revenue rose and the acquisition contributed to growth.” | Summary pass | Directionally faithful and finds the acquisition theme |
| “Revenue was $248,600 million.” | Gate 2 fail | Statement was in thousands; correct conversion is $248.6 million |
| “Organic growth was 10.0%.” | Gates 3 and 6 fail | 10.0% is reported growth; case comparable growth after acquisition contribution is 4.5% |
| “FCF was $6.5 million: CFO less all investing outflow.” | Gate 4 fail | Locked convention is CFO less PP&E purchases: 35.2 − 18.7 = 16.5 |
| “Leverage is 2.75×” with no formula or amendment locator | Gates 4 and 5 fail | Expected covenant calculation is 2.81× using permitted cash and defined EBITDA |
| Conclusion exported without source manifest or exceptions | Gate 8 fail | Reviewer cannot determine which filing version produced the answer |
| 候选工具对 TideFrame 的输出 | 结果 | 原因 |
|---|---|---|
| “收入上升，收购对增长有贡献。” | 摘要通过 | 方向忠实，并找到了收购主题 |
| “收入为 248,600 百万美元。” | 第 2 关失败 | 报表单位是千；正确换算为 248.6 百万美元 |
| “有机增长为 10.0%。” | 第 3、6 关失败 | 10.0% 是报告增长；扣除收购贡献后的案例同口径增长为 4.5% |
| “FCF 为 6.5，计算为 CFO 减全部投资流出。” | 第 4 关失败 | 锁定口径是 CFO 减购置 PP&E：35.2 − 18.7 = 16.5 |
| “杠杆为 2.75 倍”，无公式或修订协议定位 | 第 4、5 关失败 | 使用允许现金和定义 EBITDA 的预期契约结果为 2.81 倍 |
| 导出结论却没有来源清单或例外 | 第 8 关失败 | 复核人无法确定答案来自哪个申报版本 |
This candidate is not globally “bad.” It may remain useful for discovery if every number is independently rebuilt elsewhere. But it fails a workflow whose mandatory output is a covenant memo. Preserve task-level outcomes: pass for topic discovery; fail for unit fidelity, calculation, citations, and handoff. That is more actionable than one star rating and makes retesting possible after a model or parsing update.
这个候选工具并非全局意义上的“差”。如果所有数字都在别处独立重建，它仍可用于发现主题；但对必须交付契约备忘录的工作流，它不合格。应保存任务级结果：主题发现通过，单位保真、计算、引用和交接失败。这样的记录比单一星级更可操作，也能在模型或解析器更新后重测。
Turn pass/fail evidence into a job-specific choice把通过/失败证据转成任务专属选择
| Intended job | Non-negotiable gates | Useful secondary capability |
|---|---|---|
| Single-filing question answering | 1 source admission, 3 retrieval, 5 citation | Readable summary and follow-up questions |
| Multi-period financial model | 2 units, 4 reproducibility, 6 alignment, 8 export | Scenario tables and formula explanations |
| Covenant or credit review | All numeric gates plus exact agreement citation and human sign-off | Exception list and sensitivity analysis |
| Recurring internal finance workflow | 7 permissions/retention, 8 replay, source versioning | Scheduled reruns and approved definitions if verified |
| Public filing screen | Structured-data context, filing/amendment dates, period alignment | Document retrieval for custom tags and footnotes |
| 目标任务 | 不可妥协关口 | 有用的次要能力 |
|---|---|---|
| 单份申报问答 | 1 来源接入、3 检索、5 引用 | 可读摘要与后续核查问题 |
| 多期财务模型 | 2 单位、4 复现、6 对齐、8 导出 | 情景表和公式解释 |
| 契约或信用复核 | 全部数字关口、协议精确引用及人工签字 | 例外清单与敏感度分析 |
| 重复内部财务工作流 | 7 权限/保留、8 重放、来源版本控制 | 若已核验，可考虑定时重跑与获批定义 |
| 公开申报筛选 | 结构化数据语境、申报/修订日和期间对齐 | 检索自定义标签和附注原文 |
Record the test date, product interface, model or mode if disclosed, account or deployment type, document set, settings, latency, manual interventions, pass/fail evidence, and evaluator. Do not copy a result from one plan or deployment to another. Do not award points for a feature that was not demonstrated. Cost can be compared only with a defined workload—pages, files, runs, users, review time, and failure rework—and current official terms. This page provides no current price comparison.
记录测试日、产品界面、已披露的模型或模式、账户或部署类型、文件集、设置、耗时、人工干预、通过/失败证据和评估人。不能把一种套餐或部署的结果复制给另一种，也不能给未演示功能加分。成本只有在定义工作量后才可比较，包括页数、文件数、运行次数、用户、复核时间和失败返工，并应使用当前官方条款。本文不提供实时价格比较。
Apply the same benchmark to InfiniSynapse对 InfiniSynapse 采用同一套基准
Stock Explained is an InfiniSynapse experience, and this page is published by InfiniSynapse. Statements about InfiniSynapse here are first-party descriptions, not an independent product award, vendor ranking, or comparative test result.
商业关系披露Stock Explained 属于 InfiniSynapse 体验，本页也由 InfiniSynapse 发布。本文关于 InfiniSynapse 的陈述属于第一方说明，不是独立产品奖项、厂商排名或比较测试结果。
InfiniSynapse’s official site describes an AI-native Data Agent that connects to databases and documents and turns answers into reviewable, deliverable data assets. Its connection documentation describes creating data sources and uploading files or directories. These statements support testing source access and deliverables; they do not prove that Stock Explained, every interface, account, region, or deployment supports each format, connector, limit, retention setting, or export. Verify the current official page, documentation, workspace, and terms. Run all eight gates and check material financial output against uploaded originals, as for any candidate.
InfiniSynapse 官网把产品描述为可连接现有数据库和文档、并把分析答案转成可复核和可交付数据资产的 AI-native Data Agent；官方连接文档说明了创建数据源以及上传文件或目录。这些公开陈述支持对来源接入和可复核交付物进行测试，却不能证明 Stock Explained、每个界面、账户、地区或部署都支持基准中的每种格式、连接器、限制、保留设置或导出。必须核对当前官网、文档、已启用工作区和适用条款。对 InfiniSynapse 同样运行全部八关、记录失败，并把所有重大财务输出回到上传原件核验。
Leave a record another evaluator can rerun留下另一位评估者能够重跑的记录
- Test fact: preserve files, hashes or version identifiers, expected locators, tool configuration, prompts, raw outputs, timestamps, and observed access behavior.
- Calculation: retain answer-key formulas, normalized units, period labels, tolerance, actual result, and pass/fail rule.
- Assumption: label sanitized data substitutions, unavailable features, manual preprocessing, account limits, and any inferred rather than documented policy.
- Judgment: choose the tool only for the named job and state which failures are tolerated, compensated by another control, or disqualifying.
- Review: assign an owner and retest date; verify every material number and quotation against the original document before a decision uses it.
- 测试事实：保留文件、哈希或版本标识、预期定位、工具配置、提示、原始输出、时间戳和观察到的访问行为。
- 计算：保留标准答案公式、统一单位、期间标签、容差、实际结果和通过/失败规则。
- 假设：标记脱敏替换、不可用功能、人工预处理、账户限制，以及推断而非有文件支持的政策。
- 判断：只为明确任务选择工具，并说明哪些失败可接受、由其他控制补偿，或构成淘汰。
- 复核：指定负责人和重测日；任何决策使用重大数字或引文前，都要回到原始文件核验。
Run the benchmark inside a controlled evaluation workspace在受控评估工作区中运行基准包
Create a sanitized pack with a manifest and human-reviewed answer key. Upload the same files to each candidate only after checking authority to do so. Run identical prompts for inventory, extraction, retrieval, calculations, citations, period alignment, policy evidence, and export. Preserve raw outputs before correcting them; score the first result and any repair attempt separately.
For Stock Explained, upload the source pack and ask for a source map before analysis. Require every table and calculation to show file, page or cell, period, unit, formula, and uncertainty. Then return to the uploaded originals to verify every material amount, definition, quote, and citation. AI output can be fluent and wrong; a reviewer must resolve mismatches rather than asking the model to vote on its own answer.
建立带 manifest 和人工复核标准答案的脱敏基准包。确认有权上传后，向每个候选工具提交相同文件，依次运行清单、提取、检索、计算、引用、跨期对齐、政策证据和导出提示。修正前先保存原始输出，首轮结果和修复尝试应分别评分。
测试 Stock Explained 时，先上传来源包并要求建立来源图，再开始分析。每张表和每项计算都应展示文件、页码或单元格、期间、单位、公式与不确定性；随后回到上传原件核验全部重大金额、定义、引文和引用。AI 输出可能流畅却错误，复核人必须解决不一致，而不能让模型对自己的答案投票。
Include multi-page tables, mixed units, comparative and restated periods, amendments, custom definitions, a calculation key, expected locators, permission roles, export requirements, and reviewer sign-off fields.
请包含跨页表格、混合单位、比较期与重述期、修订、定制定义、计算标准答案、预期定位、权限角色、导出要求及复核签字字段。
Open Stock Explained打开“一眼看懂这只股票”Questions after all candidates run the same pack所有候选工具跑完同一基准包后的问题
A rank would combine different jobs, plans, interfaces, and test dates, then age quickly. Pass/fail evidence on a fixed pack shows what worked for a named workflow and can be rerun when products change.
为什么不直接发布最佳工具数字排名？排名会把不同任务、套餐、界面和测试日期混在一起，而且很快过时。固定基准包的通过/失败证据能够说明某项工作实际表现，并可在产品变化后重跑。
No. Declare mandatory gates by job before testing. A covenant review may disqualify one unit or citation error; a brainstorming task may tolerate manual transfer. Do not change weights after seeing preferred results.
八项测试是否应该等权？不应。测试前应按任务声明强制门槛。契约复核可能因一个单位或引用错误直接淘汰，头脑风暴则可能允许人工搬运；不能看到偏好结果后再改权重。
Yes. A locator may point to the right page while the output uses the wrong column, unit, period, or definition. Citation presence and citation entailment are separate checks; arithmetic must also be replayed.
工具有引用，分析仍可能失败吗？可能。定位可以指向正确页面，输出却用了错误列、单位、期间或定义。是否存在引用与引用是否真正支持主张是两项检查，算术还必须重算。
Start with synthetic or properly sanitized data. Before real uploads, obtain current, applicable answers on authorization, access roles, retention, deletion, training use, subprocessors, residency, logging, and contract controls. This page makes no vendor privacy assurance.
保密财务文件应该怎样测试？先使用合成数据或正确脱敏资料。上传真实文件前，应取得当前且适用的授权、访问角色、保留、删除、训练用途、分包方、数据驻留、日志和合同控制答案。本文不为任何厂商作隐私保证。
Rerun after a material model, parser, connector, interface, policy, or plan change, and on a scheduled cadence suited to risk. Preserve the prior pack and results so improvement or regression is observable.
基准测试应该多久重跑一次？模型、解析器、连接器、界面、政策或套餐发生重大变化后应重跑，并按风险设置固定周期。保留上次基准包和结果，才能观察改善或退步。
A useful failure names the exact file, cell or page, expected value, actual output, severity, likely failure mode, and compensating control. “Wrong answer” alone cannot guide selection or retesting.
什么样的失败记录才有用？有用记录要写明文件、单元格或页码、预期值、实际输出、严重度、可能失败模式和补偿控制。只写“答案错误”无法指导选型或重测。
Official sources for product claims, filing data, and AI evaluation产品陈述、申报数据与 AI 评估的一手来源
TideFrame Marine Components, its five-file pack, page numbers, statements, covenant, calculations, candidate outputs, and test results are fictional. No named external product was tested, scored, or ranked.
Capabilities, connectors, limits, prices, permissions, retention, training use, exports, and protections can change by configuration. Verify current official documentation and terms, test authorized sanitized data, and keep human review. This method does not recommend a purchase or provide investment, accounting, security, privacy, or legal advice.
TideFrame Marine Components、五份文件、页码、财报、契约、计算、候选输出及测试结果全部为虚构。本文没有测试、评分或排名任何具名外部产品。
能力、模型、连接器、限制、价格、权限、保留、训练用途、导出和合同保护可能变化，也可能因产品配置而不同。请核对当前官方文档与条款，使用获授权的脱敏数据测试，并保留人工复核。本比较方法不构成购买建议，也不提供投资、会计、安全、隐私或法律意见。