A role-specific route map for office admins, executive assistants, coordinators, and operations generalists choosing AI productivity tools. It routes inbox, calendar, meeting, weekly-report, spreadsheet, form, PDF, task, and workflow jobs to existing evidence, recommends paste-only drafts first, and requires sandbox checks before Gmail, Outlook, Google Calendar, task apps, file drives, CRMs, browser extensions, or workflow automations touch real work.
Status: Evidence-backed support guide live; not a new scored benchmark A support bridge that turns the weekly-status, spreadsheet-assistant, and report-generator evidence into a safe beginner workflow for weekly updates from Excel exports, project notes, support counts, and sales/project metrics. It recommends paste-only reporting packets, source labels, calculation notes, manual recalculation, human review, and no email, Slack, Jira, Asana, CRM, finance, BI, Excel, Sheets, Drive, OneDrive, or live reporting connectors until sandboxed.
Status: Evidence-backed support guide live; not a new scored benchmark A support guide that turns the calendar-assistant evidence into a safe beginner workflow for free AI calendar assistants, Google Calendar, Outlook, reminders, and scheduling apps. It recommends paste-only week triage first, then sandbox tests for OAuth scopes, review-before-send controls, reminders, invites, audit logs, undo/revoke paths, and auto-scheduling boundaries before live calendars, inboxes, or task systems are touched.
Status: Evidence-backed support guide live; not a new scored benchmark A support guide that turns the routine business-form evidence into a safe beginner workflow for free AI form fillers, PDF form drafts, online tools, and Chrome/browser extensions. It recommends paste-only field tables first, then sandbox tests for permissions, uploads, storage, skipped sensitive fields, and auto-submit controls before live forms, portals, signatures, payments, regulated fields, or customer records are touched.
Status: Evidence-backed support guide live; not a new scored benchmark A support guide that uses the project-management/task-triage evidence to help beginners compare general AI assistants, task apps with AI features, reminder assistants, and workflow automation. It recommends paste-only task triage first, then sandbox tests for permissions, notifications, audit logs, undo, and connector scope before Jira, Asana, Trello, Notion, Slack, Gmail, Outlook, calendars, task apps, or automations touch real work.
Status: Evidence-backed support guide live; not a new scored benchmark A support guide that turns the project-management/task-triage evidence into a practical prompt-only workflow for priorities, owners, due dates, dependencies, source notes, and human checks before Jira, Asana, Trello, Notion, Slack, Gmail, Outlook, calendars, task apps, or automations are connected.
Status: Evidence-backed support guide live; not a new scored benchmark A paste-only benchmark for turning synthetic scattered project notes into a reviewable priority list, task table, dependency map, risk register, leadership update, and draft asks before Jira, Asana, Trello, Notion, Slack, Gmail, Outlook, calendars, ecommerce, shipping, CRM, task-system connectors, workflow automation, browser agents, real project data, or live actions are trusted. Duck.ai and Perplexity are scored; ChatGPT, Gemini, and Copilot remain pending.
Status: Evidence log live; two paste-only baselines scored A support guide from existing evidence logs for using AI browser agents, form filling, and data-entry automation safely: start with field review sheets, staging tables, missing-value checks, sandbox plans, and human stop points before extensions, live forms, auto-submit, payments, customer records, regulated workflows, or production updates are trusted.
Status: Evidence-backed support guide live; not a new scored benchmark A support guide from existing evidence logs for using AI workflow automation safely: start with paste-only SOPs, field drafts, calculation checks, task/email/calendar drafts, and sandbox plans before browser agents, app connectors, auto-submit, customer records, payments, regulated forms, or live actions are trusted.
Status: Evidence-backed support guide live; not a new scored benchmark A support guide from existing evidence logs for using AI as a work personal assistant or executive assistant: start with paste-only draft workflows, then route email, calendar, task-management, workflow-agent, and browser/data-entry searches to the relevant evidence before considering Gmail, Outlook, calendar, CRM, file, finance, HR, legal, medical, browser-agent, or live-action connectors.
Status: Evidence-backed support guide live; not a new scored benchmark A paste-only benchmark for turning a synthetic messy client brief into a reviewable proposal before any marketplace, CRM, Google Workspace, Airtable, QuickBooks, e-signature, payment, legal/tax, real client data, or live proposal-send workflow is trusted. Duck.ai and Perplexity are scored; ChatGPT and Gemini are setup-friction/no-score evidence; Copilot remains pending.
Status: Evidence log live; two paste-only baselines scored A paste-only benchmark for turning synthetic voice-note transcript snippets into a summary, task register, decisions, uncertainties, draft replies, and safety checklist before any real recording, phone contact, calendar, meeting bot, CRM, email, note-app, task connector, or live action is trusted. ChatGPT and Duck.ai are scored; Gemini, Perplexity, and Copilot remain pending safe baselines.
Status: Evidence log live; two paste-only baselines scored A public-source support guide to scheduled tasks in ChatGPT: who has access, active-task limits, why Tasks may be missing or paused, notification pitfalls, Gmail/app permission boundaries, and safe task-management workflows before connecting private apps or relying on live automation.
Status: Public-source support guide live; not a scored benchmark A paste-only benchmark for turning a synthetic page-numbered PDF-like work packet into a cited executive summary, decision table, Q&A, caveat list, and review-only reply before any upload, Drive, OneDrive, Dropbox, email, workspace, document-editing, legal, tax, HR, medical, accounting, or customer connector is trusted. ChatGPT and Duck.ai are scored; Gemini, Perplexity, and Copilot remain pending safe baselines.
Status: Evidence log live; two paste-only baselines scored A paste-only benchmark for turning synthetic weekly scheduling notes into a conflict-aware calendar plan, draft replies, manual reminders, and safety checklist before any Google Calendar, Outlook, Gmail, Microsoft 365, reminder, task-system, CRM, or live scheduling connector is trusted. ChatGPT and Duck.ai are scored; Gemini, Perplexity, and Copilot remain pending safe baselines.
Status: Evidence log live; two paste-only baselines scored A paste-only benchmark for turning a synthetic spreadsheet export plus source notes into an operations report before any Docs, Word, Excel, Sheets, Drive, OneDrive, BI, email, CRM, accounting, legal, tax, HR, medical, customer, supplier, or workspace connector is trusted. Now includes a route map for report-from-Excel, spreadsheet-cleanup, weekly-status, and agent-mode searches. ChatGPT and Duck.ai are scored; Gemini, Perplexity, and Copilot remain pending safe baselines.
Status: Evidence log live; two paste-only baselines scored A paste-only benchmark for turning synthetic small-business intake notes into reviewable field drafts before any browser extension, live form, upload, signature, payment, regulated form, or auto-submit flow is trusted. Duck.ai and ChatGPT are scored; Gemini, Perplexity, and Copilot remain pending safe baselines.
Status: Evidence log live; two paste-only baselines scored A paste-only timesheet reconstruction benchmark for turning synthetic calendar, email, task, note, and activity traces into a confidence-labeled review draft before any calendar/mailbox/time-tracker/payroll/HR connector is trusted. ChatGPT and Duck.ai are scored; Gemini, Perplexity, and Copilot remain pending safe baselines.
Status: Evidence log live; two paste-only baselines scored A paste-only invoice/receipt benchmark for turning synthetic small-business receipts, invoices, reimbursements, credits, estimates, and missing-receipt notes into a reviewable expense register. ChatGPT and Duck.ai are scored; Gemini, Perplexity, and Copilot remain pending safe baselines.
Status: Evidence log live; two paste-only baselines scored A paste-only performance-review drafting benchmark for self-review, manager-feedback, peer-feedback, development goals, and human-review safety. Duck.ai and ChatGPT are scored; Gemini, Perplexity, and Copilot remain pending safe baselines.
Status: Evidence log live; two paste-only baselines scored A paste-only weekly/status report benchmark for turning scattered normal-work notes into wins, risks, decisions, numbers to watch, next week plan, and a human-verification checklist. ChatGPT and Duck.ai are scored; Gemini, Perplexity, and Copilot remain pending safe baselines.
Status: Evidence log live; two paste-only baselines scored A public-source practical guide to ChatGPT agent mode: access, price/plan boundaries, monthly limits, deep-research differences, privacy and prompt-injection risks, safe first tasks, and a route map for agent, workflow-automation, scheduled-task, and report-generation searches before connecting private apps.
Status: Public-source support guide live; not a scored benchmark yet A paste-only SOP/workflow benchmark for turning messy normal-work notes into a process map, four SOPs, reusable checklists, missing owner decisions, and privacy/action boundaries. ChatGPT and Duck.ai are scored; Gemini and Perplexity are setup-friction/no-output evidence; Copilot remains pending.
Status: Evidence log live; two paste-only baselines scored A focused support guide from existing website-builder evidence: no-signup reality, private-draft vs public-publish boundaries, code export/download cautions, free hosted domains, and custom-domain gates.
Status: Supporting search-answer page live; existing evidence summarized A paste-only messy spreadsheet benchmark for formulas, cleanup flags, manual totals, pivot-table plans, business readouts, and privacy boundaries before installing add-ons or connecting real files. ChatGPT, Perplexity, Duck.ai, and Gemini are scored; Copilot remains pending.
Status: Evidence log live; four paste-only baselines scored A focused support guide from existing meeting-assistant evidence: free-plan imports, live-meeting requirements, OAuth/SSO gates, Notion Business/Enterprise requirements, and Teams Premium license boundaries before any meeting-summary quality score.
Status: Supporting search-answer page live; no meeting-quality scores yet A cautious original-data note from 63 public run records: login gates, prompt echo, import/export limits, and account boundaries often decide whether AI saves time before answer quality can be measured.
Status: Original evidence note live A short answer to the free/no-login AI slide-generator query: SlideGen reached a composer but produced no auditable deck in our run, while other presentation tools hit signup or security gates before output.
Status: Supporting search-answer page live; setup friction only A concise comparison from the admin-routine evidence log: ChatGPT, Perplexity, Duck.ai, Gemini, and Mistral Le Chat / Vibe scored, with setup-friction tools clearly separated.
Status: Supporting comparison live A paste-only synthetic-inbox benchmark for email triage, reply drafts, reminders, and human-review safety before connecting Gmail, Outlook, calendars, CRMs, or automations. Includes a focused Gmail/Outlook connector boundary map; ChatGPT, Gemini, Duck.ai, and Perplexity are scored; Copilot has no-login setup-friction evidence only.
Status: Evidence log live; four paste-only baselines scored A reader-friendly hub that turns the current evidence logs into five practical workflows for meetings, weekly admin, slides, support bots, and small-business website drafts.
Status: Supporting workflow hub live A same-day practical explainer for regular workers: what Anthropic has announced, why Mythos is limited, and what to test before switching your everyday AI workflow to Fable 5.
Status: Breaking practical guide live; not a scored benchmark yet Build the same local-service website across AI website builders and score mobile, SEO, copy, editability, and invented claims.
Status: Evidence log live Test the same synthetic meeting in AI note takers and compare action items, decisions, exports, and privacy friction.
Status: Evidence log live Turn one synthetic strategy memo into decks across AI presentation tools and track factual accuracy, signup friction, export risks, and edit time to usable output.
Status: Evidence log live A support-chatbot evidence log refreshed for free website-chatbot and complaint-risk searches: public-doc availability and signup friction are logged, but all tool-quality scores stay blank until a private Harbor & Pine 50-question transcript exists.
Status: Evidence log live; setup friction only Turn one synthetic messy inbox and notes bundle into a Monday admin plan, reply drafts, reminders, and a lightweight content repurposing workflow without connecting real accounts.
Status: Evidence log live; ChatGPT and Gemini prompt baselines scored