Rank #6 of 11 in Accounting & Bookkeeping
Access
Install
npm install @freshbooks/apiVerified integrations
No integration evidence found in our corpus for this product yet — that means none was found, never that it doesn’t integrate.
By theme — the product's score on each story themeBy theme
Agenticness — how well agents can access and operate the productAgenticnessevidence →
How well agents can access and operate the product
Automation depth — how much of the product can run unattendedAutomation depthevidence →
How much of the product can run unattended
Banking reconciliation — stories about banking reconciliation in this arenaBanking reconciliationevidence →
Stories about banking reconciliation in this arena
Bills ap — stories about bills ap in this arenaBills apevidence →
Stories about bills ap in this arena
Close collaboration — stories about close collaboration in this arenaClose collaborationevidence →
Stories about close collaboration in this arena
Integrations data — stories about integrations data in this arenaIntegrations dataevidence →
Stories about integrations data in this arena
Invoicing ar — stories about invoicing ar in this arenaInvoicing arevidence →
Stories about invoicing ar in this arena
Ledger coa — stories about ledger coa in this arenaLedger coaevidence →
Stories about ledger coa in this arena
Multi entity audit — stories about multi entity audit in this arenaMulti entity auditevidence →
Stories about multi entity audit in this arena
Openness — open source, data portability, and self-hosting storiesOpennessevidence →
Open source, data portability, and self-hosting stories
Privacy posture — data-handling and privacy storiesPrivacy postureevidence →
Data-handling and privacy stories
Reporting statements — stories about reporting statements in this arenaReporting statementsevidence →
Stories about reporting statements in this arena
Story verdicts — every judged story with its evidenceStory verdicts
Follow the green: where the map greys out is where FreshBooks stops today. ✓ full · ~ partial · ! disputed · — none · n/a not applicable.
Agenticness — how well agents can access and operate the productAgenticness
How well agents can access and operate the product
API surface
Drive the product through a documented public API
✓8/10
unlocks → MCP server · Machine-readable spec · Versioning policy · API sandbox · Official CLI · Migrate historical books from another accounting system without losing transaction detail
Subscribe to events via webhooks
✓8/10
Build against official SDKs
~6/10
Issue scoped/least-privilege API credentials for an agent
~6/10
Connect an agent via an official MCP server
—0/10
Download a machine-readable API spec (OpenAPI or equivalent)
—0/10
Rely on versioned APIs with a documented deprecation policy
—0/10
Test against a sandbox environment without touching production data
—–
Explore an interactive API reference with runnable examples
~3/10
Docs for agents
Point an agent at llms.txt or agent-oriented docs
—0/10
Agentic features
Delegate tasks to a built-in AI assistant inside the product
—–
Operate the product with natural-language commands
—0/10
Plug MCP servers into this product so it can use their tools
n/an/a
Get AI-generated insights and suggestions from my data inside the product
—–
Set up automations that run autonomously in the background
~4/10
Automation depth — how much of the product can run unattendedAutomation depth
How much of the product can run unattended
Banking reconciliation — stories about banking reconciliation in this arenaBanking reconciliation
Stories about banking reconciliation in this arena
Have an agent reconcile a month end-to-end, matching transactions, flagging exceptions, and preparing the close for human review
—0/10
Connect bank and credit-card accounts so transactions import automatically every day
✓6/10
Get automatic categorization suggestions for imported transactions that learn from my corrections
—0/10
Reconcile each bank account against the ledger with matched, unmatched, and duplicate transactions surfaced for review
~4/10
Bills ap — stories about bills ap in this arenaBills ap
Stories about bills ap in this arena
Close collaboration — stories about close collaboration in this arenaClose collaboration
Stories about close collaboration in this arena
Integrations data — stories about integrations data in this arenaIntegrations data
Stories about integrations data in this arena
Invoicing ar — stories about invoicing ar in this arenaInvoicing ar
Stories about invoicing ar in this arena
Ledger coa — stories about ledger coa in this arenaLedger coa
Stories about ledger coa in this arena
Multi entity audit — stories about multi entity audit in this arenaMulti entity audit
Stories about multi entity audit in this arena
Openness — open source, data portability, and self-hosting storiesOpenness
Open source, data portability, and self-hosting stories
Privacy posture — data-handling and privacy storiesPrivacy posture
Data-handling and privacy stories
Reporting statements — stories about reporting statements in this arenaReporting statements
Stories about reporting statements in this arena
Sorted by importance (agentic first) (high → low) · 53/53 stories · click a row’s chevron for the rationale and evidence
Drive the product through a documented public API G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 3 | full | 8/10 | Cclaimed | |
Connect an agent via an official MCP server G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 3 | none | 0/10 | ||
Plug MCP servers into this product so it can use their tools G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 3 | n/a | 0/10 | ||
Delegate tasks to a built-in AI assistant inside the product G Agentic features | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 3 | none | untested | none yet | |
Subscribe to events via webhooks G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | full | 8/10 | Cclaimed | |
Build against official SDKs G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | partial | 6/10 | Tprobed | |
Issue scoped/least-privilege API credentials for an agent G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | partial | 6/10 | Cclaimed | |
Run the product headlessly / in CI for automation G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | partial | 4/10 | Cclaimed | |
Set up automations that run autonomously in the background G Agentic features | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | partial | 4/10 | Cclaimed | |
Explore an interactive API reference with runnable examples G Api quality | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | partial | 3/10 | Tprobed | |
Download a machine-readable API spec (OpenAPI or equivalent) G Api quality | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | 0/10 | ||
Operate the product with natural-language commands G Agentic features | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | 0/10 | ||
Point an agent at llms.txt or agent-oriented docs G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | 0/10 | ||
Rely on versioned APIs with a documented deprecation policy G Api quality | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | 0/10 | ||
Use an official CLI G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | 0/10 | ||
Get AI-generated insights and suggestions from my data inside the product G Agentic features | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | untested | none yet | |
Test against a sandbox environment without touching production data G Api quality | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 1 | none | untested | none yet | |
Create and send invoices with online payment options and see when they are viewed and paid C Invoicing | founder | Invoicing ar — stories about invoicing ar in this arenaInvoicing ar | 3 | full | 8/10 | Cclaimed | |
Invite my external accountant or bookkeeper with role-scoped access to review and adjust the books C Collaboration | founder | Close collaboration — stories about close collaboration in this arenaClose collaboration | 3 | full | 7/10 | Cclaimed | |
Connect bank and credit-card accounts so transactions import automatically every day G Bank feeds | founder | Banking reconciliation — stories about banking reconciliation in this arenaBanking reconciliation | 3 | full | 6/10 | Cclaimed | |
Post manual journal entries with balanced debits, credits, and supporting memos C Journal entries | accountant | Ledger coa — stories about ledger coa in this arenaLedger coa | 3 | partial | 6/10 | Cclaimed | |
Ask an agent "can we afford X?" and get an answer grounded in live ledger data pulled through the API C Ai insights | ai-native user | Reporting statements — stories about reporting statements in this arenaReporting statements | 3 | partial | 5/10 | Tprobed | |
Export all of my data in open formats and leave G | ai-native user | Openness — open source, data portability, and self-hosting storiesOpenness | 3 | partial | 5/10 | Tprobed | |
Generate an accurate P&L, balance sheet, and cash-flow statement for any period on demand C Statements | founder | Reporting statements — stories about reporting statements in this arenaReporting statements | 3 | partial | 5/10 | Cclaimed | |
Have an agent draft and post journal entries via the API and leave them in a review queue for my accountant C Ai ledger | ai-native user | Ledger coa — stories about ledger coa in this arenaLedger coa | 3 | partial | 5/10 | Cclaimed | |
Define rules that trigger actions automatically on events G | ai-native user | Automation depth — how much of the product can run unattendedAutomation depth | 3 | partial | 4/10 | Cclaimed | |
Pull the full general ledger and trial balance through a documented API in open formats G Data access | developer | Integrations data — stories about integrations data in this arenaIntegrations data | 3 | partial | 4/10 | Cclaimed | |
Reconcile each bank account against the ledger with matched, unmatched, and duplicate transactions surfaced for review C Reconciliation | accountant | Banking reconciliation — stories about banking reconciliation in this arenaBanking reconciliation | 3 | partial | 4/10 | Cclaimed | |
Customize the chart of accounts with account types, sub-accounts, and class or tag dimensions C Chart of accounts | accountant | Ledger coa — stories about ledger coa in this arenaLedger coa | 3 | partial | 3/10 | Cclaimed | |
Have an agent monitor the ledger and flag anomalies in spend or duplicate transactions before the close C Ai audit | ai-native user | Multi entity audit — stories about multi entity audit in this arenaMulti entity audit | 3 | none | 0/10 | ||
Have an agent reconcile a month end-to-end, matching transactions, flagging exceptions, and preparing the close for human review C Ai reconciliation | ai-native user | Banking reconciliation — stories about banking reconciliation in this arenaBanking reconciliation | 3 | none | 0/10 | ||
Run a month-end close against a checklist that tracks reconciliations, accruals, and review sign-offs C Close process | accountant | Close collaboration — stories about close collaboration in this arenaClose collaboration | 3 | none | 0/10 | ||
Prevent my data from being used to train AI models G | ai-native user | Privacy posture — data-handling and privacy storiesPrivacy posture | 3 | none | untested | none yet | |
See a complete audit trail of who changed what and when across the entire ledger C Audit trail | accountant | Multi entity audit — stories about multi entity audit in this arenaMulti entity audit | 3 | none | untested | none yet | |
Self-host the core product G | ai-native user | Openness — open source, data portability, and self-hosting storiesOpenness | 3 | n/a | untested | none yet | |
Connect my banking, payments, and payroll systems so their activity flows into the ledger automatically C Integrations | founder | Integrations data — stories about integrations data in this arenaIntegrations data | 2 | full | 7/10 | Cclaimed | |
Do everything through the API that I can do in the UI G | ai-native user | Openness — open source, data portability, and self-hosting storiesOpenness | 2 | partial | 6/10 | Cclaimed | |
Capture vendor bills, route them for approval, and schedule payments from one workflow C Bill management | accountant | Bills ap — stories about bills ap in this arenaBills ap | 2 | partial | 5/10 | Cclaimed | |
Schedule recurring jobs or workflows G | ai-native user | Automation depth — how much of the product can run unattendedAutomation depth | 2 | partial | 4/10 | Cclaimed | |
Track accounts receivable with aging reports and per-customer balances C Receivables | accountant | Invoicing ar — stories about invoicing ar in this arenaInvoicing ar | 2 | partial | 4/10 | Cclaimed | |
Build custom reports filtered and grouped by class, location, or tag dimensions C Custom reports | accountant | Reporting statements — stories about reporting statements in this arenaReporting statements | 2 | none | 0/10 | ||
Get automatic categorization suggestions for imported transactions that learn from my corrections C Categorization | founder | Banking reconciliation — stories about banking reconciliation in this arenaBanking reconciliation | 2 | none | 0/10 | ||
Manage multiple legal entities and produce consolidated financials across them C Multi entity | accountant | Multi entity audit — stories about multi entity audit in this arenaMulti entity audit | 2 | none | 0/10 | ||
Perform bulk operations across many items at once G | ai-native user | Automation depth — how much of the product can run unattendedAutomation depth | 2 | none | 0/10 | ||
See accounts payable aging and vendor balances at any point in time C Payables | accountant | Bills ap — stories about bills ap in this arenaBills ap | 2 | none | 0/10 | ||
Choose where my data is stored (region/residency) G | ai-native user | Privacy posture — data-handling and privacy storiesPrivacy posture | 2 | none | untested | none yet | |
Control data retention and deletion G | ai-native user | Privacy posture — data-handling and privacy storiesPrivacy posture | 2 | none | untested | none yet | |
Lock closed periods so prior-period numbers cannot change without an explicit reopening C Close process | accountant | Close collaboration — stories about close collaboration in this arenaClose collaboration | 2 | none | untested | none yet | |
Opt out of telemetry and usage tracking G | ai-native user | Privacy posture — data-handling and privacy storiesPrivacy posture | 2 | none | untested | none yet | |
Read the product's source under an open license G | ai-native user | Openness — open source, data portability, and self-hosting storiesOpenness | 2 | n/a | untested | none yet | |
Set up recurring invoices and automatic payment reminders for overdue customers C Invoicing | founder | Invoicing ar — stories about invoicing ar in this arenaInvoicing ar | 2 | none | untested | none yet | |
Migrate historical books from another accounting system without losing transaction detail C Migration | founder | Integrations data — stories about integrations data in this arenaIntegrations data | 1 | none | untested | none yet | |
Version, review, and roll back my automations G | ai-native user | Automation depth — how much of the product can run unattendedAutomation depth | 1 | n/a | untested | none yet |
Opportunities — the stories that would move this product's scores, from its own judged verdictsOpportunitiestop 8 of 43 stories with headroom
What would move FreshBooks’s scores — derived from its own judged verdicts, biggest headroom first. Each line quotes what the judge found missing; shipping it (or evidencing it publicly) is the fix.
Agenticness — how well agents can access and operate the productDelegate tasks to a built-in AI assistant inside the product
nonemoves Built-in AIimpact 45
The axis applies to this product kind (peer products hold positive or none verdicts on this story), so lack of evidence for an applicable capability is "none", never "na".
Agenticness — how well agents can access and operate the productConnect an agent via an official MCP server
nonemoves agent-readyimpact 45
FreshBooks offers a REST API, webhooks, and SDKs, but there is no evidence of an official MCP server for agent connectivity; probes for llms.txt and docs.md both returned 404.
Multi entity audit — stories about multi entity audit in this arenaHave an agent monitor the ledger and flag anomalies in spend or duplicate transactions before the close
nonemoves PA Scoreimpact 30
FreshBooks exposes API access to expenses, journal entries, and reports plus webhooks (freshbooks-supp-journal-entries, freshbooks-supp-reports-api, freshbooks-supp-webhooks), which a third party could use to build an external monitoring agent, but there is no evidence of any native AI/agent-based anomaly detection, duplicate-transaction flagging, or pre-close audit capability shipped by FreshBooks itself.
Banking reconciliation — stories about banking reconciliation in this arenaHave an agent reconcile a month end-to-end, matching transactions, flagging exceptions, and preparing the close for human review
nonemoves PA Scoreimpact 30
FreshBooks documents automated bank-reconciliation workflows and a rich API (journal entries, reports, payments, expenses) that a third party could use to build an agent, but there is no evidence of an AI agent that autonomously matches transactions, flags exceptions, and prepares a month-end close for review — reconciliation here is rule-based software automation, not an agentic capability.
Multi entity audit — stories about multi entity audit in this arenaSee a complete audit trail of who changed what and when across the entire ledger
nonemoves PA Scoreimpact 30
No evidence pack item mentions an audit log, change history, user attribution for edits, or timestamped audit trail across the ledger; only journal entries, reports, and accountant access are documented without any change-tracking feature.
Close collaboration — stories about close collaboration in this arenaRun a month-end close against a checklist that tracks reconciliations, accruals, and review sign-offs
nonemoves PA Scoreimpact 30
Missing: close checklist/task tracking, accrual entry workflows, review sign-off or approval features.
Privacy posture — data-handling and privacy storiesPrevent my data from being used to train AI models
nonemoves PA Scoreimpact 30
No evidence pack item addresses AI training data usage, opt-outs, or any privacy policy language about AI model training; FreshBooks materials focus solely on invoicing/accounting features and API docs.
Agenticness — how well agents can access and operate the productPoint an agent at llms.txt or agent-oriented docs
nonemoves agent-readyimpact 30
Direct probes show no llms.txt (404) and no markdown-based docs (404), and no evidence exists of an agent-oriented documentation format; only standard human-facing API docs are present.
Showing the top 8 of 43 — every none/partial verdict in the story verdicts table is headroom.
Think a verdict is wrong? Every verdicts-table row has a Flag link — see the methodology.
Coverage map — which docs area, API section, or community source covers which judged storiesCoverage map8 surfaces · 24 covered stories
Where the cited evidence behind each covered verdict came from — the same citations the verdicts table shows, no extra judging.
API reference19 stories
- Run the product headlessly / in CI for automation
- Drive the product through a documented public API
- Issue scoped/least-privilege API credentials for an agent
- Build against official SDKs
- Subscribe to events via webhooks
- Set up automations that run autonomously in the background
- Explore an interactive API reference with runnable examples
- Define rules that trigger actions automatically on events
- Schedule recurring jobs or workflows
- Pull the full general ledger and trial balance through a documented API in open formats
- Create and send invoices with online payment options and see when they are viewed and paid
- Track accounts receivable with aging reports and per-customer balances
- Have an agent draft and post journal entries via the API and leave them in a review queue for my accountant
- Customize the chart of accounts with account types, sub-accounts, and class or tag dimensions
- Post manual journal entries with balanced debits, credits, and supporting memos
- Do everything through the API that I can do in the UI
- Export all of my data in open formats and leave
- Ask an agent "can we afford X?" and get an answer grounded in live ledger data pulled through the API
- Generate an accurate P&L, balance sheet, and cash-flow statement for any period on demand
Accounting docs9 stories
- Set up automations that run autonomously in the background
- Connect bank and credit-card accounts so transactions import automatically every day
- Reconcile each bank account against the ledger with matched, unmatched, and duplicate transactions surfaced for review
- Invite my external accountant or bookkeeper with role-scoped access to review and adjust the books
- Connect my banking, payments, and payroll systems so their activity flows into the ledger automatically
- Have an agent draft and post journal entries via the API and leave them in a review queue for my accountant
- Customize the chart of accounts with account types, sub-accounts, and class or tag dimensions
- Post manual journal entries with balanced debits, credits, and supporting memos
- Generate an accurate P&L, balance sheet, and cash-flow statement for any period on demand
Bill pay docs5 stories
- Set up automations that run autonomously in the background
- Schedule recurring jobs or workflows
- Capture vendor bills, route them for approval, and schedule payments from one workflow
- Connect my banking, payments, and payroll systems so their activity flows into the ledger automatically
- Do everything through the API that I can do in the UI
Pricing docs5 stories
- Invite my external accountant or bookkeeper with role-scoped access to review and adjust the books
- Connect my banking, payments, and payroll systems so their activity flows into the ledger automatically
- Create and send invoices with online payment options and see when they are viewed and paid
- Do everything through the API that I can do in the UI
- Generate an accurate P&L, balance sheet, and cash-flow statement for any period on demand
llms.txt4 stories
GitHub README4 stories
Claims vs evidence — vendor claims reconciled against independent verdictsClaims vs evidence
2 of 16 testable claims verified · 1 contradicted → integrity 0/100
26 distinct capability claims found in FreshBooks’s own claimed-docs/GitHub materials, reconciled against our judge’s independent verdicts.
2
Verified
13
Unverified
1
Contradicted
9
Undersold
Verified (3)
“Official Postman Collection available for exploring the API interactively”
Explore an interactive API reference with runnable examplespartialproof ↗
“Official NodeJS SDK with a 'Getting Started' tutorial for developers”
“Sample ExpressJS starter app with PassportJS-based OAuth authentication for building integrations”
Unverified (21)
“Create professional invoices with tracked time, expenses, and taxes auto-calculated plus customizable payment options”
Create and send invoices with online payment options and see when they are viewed and paidfullproof ↗
“Accept payments via credit/debit cards, ACH bank transfer, Apple Pay, Google Pay, and Buy Now Pay Later”
Create and send invoices with online payment options and see when they are viewed and paidfullproof ↗
“Generate tax-time-ready financial reports”
Generate an accurate P&L, balance sheet, and cash-flow statement for any period on demandpartialproof ↗
“Offer FreshBooks Payroll as an add-on for managing employee payroll”
Connect my banking, payments, and payroll systems so their activity flows into the ledger automaticallyfullproof ↗
“Bill Pay lets businesses manage bills, schedule payments, and pay vendors via ACH or check”
Capture vendor bills, route them for approval, and schedule payments from one workflowpartialproof ↗
“Automatically capture bill details from an uploaded file or photo and recreate the bill in FreshBooks”
Capture vendor bills, route them for approval, and schedule payments from one workflowpartialproof ↗
“Track due dates and automatically execute scheduled vendor payments”
Capture vendor bills, route them for approval, and schedule payments from one workflowpartialproof ↗
“OAuth 2.0 based authentication and authorization for API access, with documented per-endpoint scopes”
Issue scoped/least-privilege API credentials for an agentpartialproof ↗
“API supports search, paging, and includes for filtering and expanding results”
Drive the product through a documented public APIfullproof ↗
“Webhooks let apps subscribe to real-time events such as invoice.create”
“Webhook registration uses a verification handshake and HMAC signature to confirm authenticity”
“Documented public REST API covering clients, invoices, payments, expenses, bills, taxes, journal entries and reports”
Drive the product through a documented public APIfullproof ↗
“REST API allows getting and setting FreshBooks data programmatically”
Drive the product through a documented public APIfullproof ↗
“Agents can query accounts and post balanced debit/credit journal entries via the API”
Have an agent draft and post journal entries via the API and leave them in a review queue for my accountantpartialproof ↗
“Agents can query accounts and post balanced debit/credit journal entries via the API”
Post manual journal entries with balanced debits, credits, and supporting memospartialproof ↗
“Customizable chart of accounts with accountant-level access to update accounts and journal entries”
Customize the chart of accounts with account types, sub-accounts, and class or tag dimensionspartialproof ↗
“Customizable chart of accounts with accountant-level access to update accounts and journal entries”
Invite my external accountant or bookkeeper with role-scoped access to review and adjust the booksfullproof ↗
“Invited accountants can run reports, file taxes, and advise using real-time shared financial data”
Invite my external accountant or bookkeeper with role-scoped access to review and adjust the booksfullproof ↗
“Link bank accounts and automate bank reconciliation and transaction management workflows”
Reconcile each bank account against the ledger with matched, unmatched, and duplicate transactions surfaced for reviewpartialproof ↗
“Link bank accounts and automate bank reconciliation and transaction management workflows”
Connect bank and credit-card accounts so transactions import automatically every dayfullproof ↗
“100+ integrations and automations including embedded payroll and bank reconciliation”
Connect my banking, payments, and payroll systems so their activity flows into the ledger automaticallyfullproof ↗
Contradicted (1)
“Reports API exposes seven report types including Invoice Details, Manual Journal Entry, and Payments Collected”
Build custom reports filtered and grouped by class, location, or tag dimensionsnoneproof ↗
Undersold (9)
Run the product headlessly / in CI for automationpartialproof ↗
Set up automations that run autonomously in the backgroundpartialproof ↗
Define rules that trigger actions automatically on eventspartialproof ↗
Pull the full general ledger and trial balance through a documented API in open formatspartialproof ↗
Track accounts receivable with aging reports and per-customer balancespartialproof ↗
Do everything through the API that I can do in the UIpartialproof ↗
Export all of my data in open formats and leavepartialproof ↗
Ask an agent "can we afford X?" and get an answer grounded in live ledger data pulled through the APIpartialproof ↗
Claims outside our story set (4)
Real capability claims found in FreshBooks’s own materials, but no story in this arena’s taxonomy covers them yet — that’s feedback on the taxonomy, not a mark against the product.
“Track business expenses in real time”
source ↗“Create and send estimates to clients”
source ↗“Legacy bearer tokens have been replaced with JWT tokens for API authentication”
source ↗“Optional dedicated human bookkeeping service tier alongside the software”
source ↗
Business model
Tiered monthly subscription (Lite through Select) priced by billable-client count; payments, payroll, and advanced payments are usage- or seat-priced add-ons.
pricing ↗Score trend
How this product’s scores have moved as evidence and verdicts are re-derived — a point per change, not per day.
Flag
⚑ Flag a verdictThink a verdict is wrong? Opens a prefilled GitHub issue — or use the ⚑ next to any verdict above.
For agents
