What people complain about in Microsoft Copilot
23 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
- 23
- 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
- Secure local AI deployment platform for accounting data
- GDPR-compliant AI processing with audit trails
- Accounting-specific AI that provides source-verified, explainable outputs with high reliability for higher-level tasks
- AI reconciliation tool that auto-maps inconsistent names and matches transactions
- 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
- An AI presentation tool that reliably produces high-quality slides
- AI assistant with pre-execution confirmation prompts to prevent unintended changes
- AI task feasibility assessment tool that provides objective analysis to management
- Accounting-specific AI agent orchestration for engagement tasks
- Automated PBC request and document collection system
- AI assistance that can be temporarily disabled or is less intrusive
- Ability to customize AI behavior
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
- manually checks every source from AI output
- uses own knowledge to challenge AI output
- treats AI as first pass then extensively edits
- builds spreadsheet reconciliation manually
- uses Excel locked up by Copilot
- generates text in Chat or Gemini and transfers to Canva
- Uses LLMs to get explanations when stuck
- Relies on RPA with IT testing cycles
- manually double-checking prompts before execution
- avoiding use of AI assistant for critical tasks
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 ForecasterFinance team needs to manually extract data from lease agreement PDFs and input into standardized lease classification template with PV calculations.
3MediumAccounting & BookkeepingData ManagementLeaseClass AIAccounting 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 AccountantsAccounting 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 ConnectAccounting professionals need reliable AI tools for higher-level accounting tasks but current models produce untrustworthy outputs requiring extensive manual verification.
3MediumAccounting & BookkeepingSoftware Reliability & PerformanceTrustLedger AIReconciliation in NetSuite is tedious because of inconsistent vendor and customer names, requiring manual spreadsheet work.
3MediumAccounting & BookkeepingReconciliation & Cleanup WorkflowReconAITeacher 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 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 BuilderAccountant worries that over-reliance on Copilot for Excel formulas may erode their foundational spreadsheet skills, even though it saves time for analysis.
2MildAccounting & BookkeepingSkill DevelopmentFormulaSkill CoachAn 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 AIUsers are unable to create high-quality presentation slides using Microsoft Copilot, despite firm-wide rollout.
3MediumGeneral Business ServicesUser ExperienceSlideCraft AIAccounting firm owner needs guidance on selecting a client portal and CRM to integrate with project management software for tax workflow.
2MildAccounting & BookkeepingSoftware SelectionTaxStack AdvisorProductivity tool (Copilot in Excel) gives inaccurate, destructive advice without asking for clarification.
3MediumGeneral Business ServicesSoftware PerformanceClarifyFirst 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