What people complain about in Microsoft Copilot
26 reported problems name Microsoft Copilot as what the person is currently using. Below is what they said was missing, and what they resorted to instead.
- Complaints
- 26
- Avg severity
- 3.0/5
- Would pay to fix
- 1
- Industries
- 4
What they wish it did
Capabilities people described needing that Microsoft Copilot does not give them, taken from the highest-scoring problems first. These are individual accounts written in each person’s own terms, so two entries may describe the same underlying gap in different words.
- Accounting-specific AI with a reliable arithmetic engine and double-entry logic
- High-accuracy receipt/PDF data extraction tool tailored for accounting line items
- Private AI tool that processes financial data locally without manual anonymization
- AI tool that can annotate PDFs with tick marks and cross-references
- Automated context aggregation from multiple data sources into structured AI prompts
- AI tool that effectively analyzes complex Excel files to produce executive summaries and trend insights, unlike current options such as Copilot.
- A tool that automatically analyzes software contracts for AI pricing risks and forecasts total cost of ownership
- AI tool that can parse lease PDFs and automatically populate financial templates with PV calculations
- Automated SAP screenshot capture tool with bulk processing
- Secure local AI deployment platform for accounting data
- GDPR-compliant AI processing with audit trails
- AI reconciliation tool that auto-maps inconsistent names and matches transactions
- Accounting-specific AI that provides source-verified, explainable outputs with high reliability for higher-level tasks
- AI worksheet generator that produces properly formatted PDFs directly without manual design work
- AI accounting assistant that can reliably draft journals from messy data with audit trails
- Explainable AI for cross-checking financial statements and audit tasks
- Reliable, citation-backed AI research tool for complex accounting standards
- AI that can simulate and explain judgment-based accounting decisions
- Training tool that builds deep understanding rather than dependency
- Accounting-specific AI agent orchestration for engagement tasks
- Automated PBC request and document collection system
- Bookkeeping-specific AI tool with built-in transaction categorization and confidence scoring
- Batch processing with Excel integration to export categorized transactions
- Uncertainty flagging to route low-confidence items for manual review
- An AI presentation tool that reliably produces high-quality slides
What they do instead
The manual processes people built around the gap. A long workaround list is the strongest evidence a problem is real: someone is already paying for it in time. Where several people described the same workaround, it is marked.
- uses ChatGPT for Excel formulas but avoids number calculations because it gets them wrong
- tried Copilot to merge PDFs by numbers on pages but it failed to do it correctly
- used AI to extract receipt line items into Excel but only 75% accuracy achieved
- manually strips identifying info before using any AI to avoid data leakage
- uses CoPilot to create a checklist of errors instead of annotating PDF directly
- uses Excel workbooks and PDFs scattered across systems
- relies on unstructured AI prompts that produce inconsistent responses
- accountant manually emails warnings about AI costs and keeps saved emails for evidence
- Using public AI tools with uncertain data handling
- Avoiding AI tools altogether for sensitive tasks
- builds spreadsheet reconciliation manually
- uses Excel locked up by Copilot
- manually checks every source from AI output
- uses own knowledge to challenge AI output
- treats AI as first pass then extensively edits
- generates text in Chat or Gemini and transfers to Canva
- Uses LLMs to get explanations when stuck
- Relies on RPA with IT testing cycles
- Using general AI chatbots like ChatGPT to manually draft audit workpapers
- Manually managing PBC lists and follow-ups in Excel
The problems themselves
Highest opportunity score first.
An accountant wants an AI tool that can accurately perform mathematical calculations and accounting-specific tasks (like handling debits/credits and data extraction from PDFs/receipts) because current general-purpose AI assistants fail at these.
3MediumAccounting & BookkeepingBookkeepingNumbrix Accountant AISmall audit firm needs an affordable, AI-powered tool to automatically mark up and cross-reference financial statements, saving time and reducing manual checking.
4HighAccounting & BookkeepingWorkflow ManagementAuditTie ProAI models provide plausible but incorrect answers for intermediate accounting questions, making them unreliable for higher-level accounting tasks.
4HighAccounting & BookkeepingSoftware Reliability & PerformanceAccuLedger AIFinance teams at large enterprises struggle to automate accrual calculations because data is scattered across unstructured sources and AI prompts lack sufficient context, leading to inconsistent results and requiring manual human effort.
4HighAccounting & BookkeepingWorkflow ManagementAccrueAI: Context-Aware Accrual AutomationExisting AI tools like Copilot are ineffective at analyzing complex Excel files for executive summaries and trend insights.
3MediumGeneral Business ServicesAnalytics & Data InterpretationInsightSpark AICompany is adopting an enterprise ERP with AI features that cannot actually automate tasks and will incur unexpected high costs due to per-token pricing and GPU rental fees.
4HighSoftware and TechnologySoftware SelectionAI Cost ForecasterAccounting firm owner needs a client portal/communication layer that integrates with multiple practice management systems without being locked into a single all-in-one solution.
3MediumAccounting & BookkeepingClient Communication & ExperiencePortalFlex ConnectFinance team needs to manually extract data from lease agreement PDFs and input into standardized lease classification template with PV calculations.
3MediumAccounting & BookkeepingData ManagementLeaseClass AIUser needs to automatically capture hundreds of screenshots from SAP shipping manifests instead of doing it manually.
3MediumSoftware and TechnologyWorkflow ManagementSAP ScreenCapture AgentAccounting firms need to understand how to safely use AI tools like ChatGPT with client data while maintaining privacy and GDPR compliance.
3MediumAccounting & BookkeepingCompliance ManagementComplyAI for AccountantsTeacher needs an AI tool to generate daily display visuals with images, historical birthdays, memes, and jokes for student engagement.
3MediumEducationInstructional Tools & TechnologyDailyDose Display StudioReconciliation in NetSuite is tedious because of inconsistent vendor and customer names, requiring manual spreadsheet work.
3MediumAccounting & BookkeepingReconciliation & Cleanup WorkflowReconAIAccounting professionals need reliable AI tools for higher-level accounting tasks but current models produce untrustworthy outputs requiring extensive manual verification.
3MediumAccounting & BookkeepingSoftware Reliability & PerformanceTrustLedger AITeacher wants to create custom spelling worksheets aligned to a specific scope and sequence but cannot find an AI tool that formats them nicely without manual work.
3MediumEducationContent ManagementWorkSheet WizardAccountant is skeptical that AI can reliably automate core accounting tasks like drafting journals, reviewing financials, or auditing due to trust, regulation, and integration challenges.
3MediumAccounting & BookkeepingSoftware Reliability & PerformanceAuditAssure AIUncertainty about whether AI models can reliably handle complex accounting tasks like technical research, judgment calls, financial analysis, and memo writing, and concern that reliance on AI may hinder professional development.
3MediumAccounting & BookkeepingKnowledge ManagementAccuCount AIPublic accountants are overwhelmed by manual, repetitive audit and tax work and are seeking ways to use AI agents to automate tasks like PBC management, risk assessment, and substantive testing.
3MediumAccounting & BookkeepingWorkflow ManagementAuditFlow AIA new accounting firm founder needs to design an efficient workflow from scratch but is overwhelmed by redundant features when combining multiple accounting software tools.
3MediumAccounting & BookkeepingWorkflow ManagementAccountingFlow BuilderUser needs reliable AI-assisted categorization of 1,500-2,000 bookkeeping transactions, but existing general-purpose AI tools (ChatGPT, Gemini) make mistakes or hallucinate, while Claude shows promise but lacks verified accuracy and confidence flags.
3MediumAccounting & BookkeepingBookkeepingCategorizeAIAn overloaded worker wants to use AI (specifically Microsoft Copilot) to reduce time spent on administrative tasks but doesn't know how to effectively apply it to their specific workflow.
2MildGeneral Business ServicesAdministrative OverloadAdminFlow AI
Read this fairly
These are complaints, and only complaints — nobody posts to say their software worked. A high count mostly reflects how many people use Microsoft Copilot at all, so this page is not a quality judgement and should not be read as one. What it is good for is the shape of the gaps: the specific jobs people could not get done, which are the same whether the tool is popular or not.
Folded from: CoPilot, Copilot, Microsoft Copilot