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Disclaimer

Last updated: February 2026

AI Value Assessment Outputs

The results generated by BizBlocz assessment tools are estimates based on published research benchmarks, publicly available data, and the professional expertise of NAVTEVA's team. These estimates are intended for informational and directional purposes only.

Scope: Cost Reduction Focus

BizBlocz benchmarks measure AI-driven cost reduction potential at the process level. This is a deliberate methodological choice. Other dimensions of AI value — including revenue growth, customer experience improvement, speed-to-market, risk reduction, and strategic optionality — are real but significantly harder to isolate, attribute to specific AI implementations, and verify independently. By focusing on cost impact, we provide estimates that can be directly tied to operating budgets, FTE costs, and process-level metrics — the most measurable and defensible dimension of AI value.

Users seeking broader AI value assessments should supplement these estimates with revenue and strategic analyses appropriate to their business context.

Not Professional Advice

BizBlocz tool outputs do not constitute financial, investment, legal, tax, or professional advice of any kind. You should not make business decisions solely based on the results from these tools without consulting qualified professionals.

Results May Vary

Actual AI savings, implementation costs, and timelines will vary significantly based on factors including but not limited to:

  • Your organization's specific processes, data quality, and technology infrastructure
  • Implementation approach, vendor selection, and project management
  • Organizational change management and employee readiness
  • Regulatory environment and compliance requirements
  • Market conditions and technology evolution

Methodology & Expertise

BizBlocz tools are developed by NAVTEVA Services LLC, drawing on over 30 years of hands-on experience in enterprise resource planning (ERP) systems, business process design, and organizational transformation. The process taxonomies, scoring methodologies, adjustment curves, and benchmark interpretations in our tools reflect this accumulated professional expertise combined with published industry research.

The process classifications used in BizBlocz are independently developed based on standard industry terminology and decades of practical experience structuring and optimizing enterprise business processes. They are not reproductions of any third-party proprietary classification framework.

The scoring methodology — including non-linear adjustment curves, dimensional weighting, and composite calibration — is entirely proprietary to NAVTEVA Services LLC. Curve shapes are informed by published research on each dimension's impact on AI adoption outcomes; the specific calibration values represent professional judgment grounded in real-world implementation experience.

Research Sources

BizBlocz tools reference publicly available research findings from consulting firms, technology vendors, academic institutions, and industry associations to inform directional benchmark ranges. NAVTEVA Services LLC does not claim authorship of any third-party research.

Important: Benchmark ranges displayed in our tools are synthesized estimates informed by multiple public research sources and professional expertise — they are not reproductions of any single source's proprietary data. Source attributions indicate organizations whose published research directionally informed our estimates, not that specific numerical values were taken from those organizations' reports.

Our interpretation of published research may differ from the original authors' conclusions. Users should consult original sources directly for precise, authoritative data.

Source Access & Attribution

In the interest of transparency, we classify each cited source by how we accessed it. This matters because the type of access affects both intellectual property risk and the precision of the data we can reference:

  • Public reports: Full reports freely available on the publisher's website. We read the full content and cite it directly (e.g., McKinsey “The State of AI,” BCG “Where's the Value in AI?,” WEF Future of Jobs Report).
  • Public press releases & announcements: Findings accessed through the publisher's public press releases or news coverage when the full underlying report is behind a paywall. We reference the publicly available summary, not proprietary content (e.g., Gartner augmented data quality research).
  • Vendor-commissioned studies: Research conducted by an independent firm but commissioned and funded by a technology vendor, who publishes the final report freely as a public resource. We accessed these vendor-published reports directly — not the research firm's proprietary subscription content (e.g., Forrester automation economics studies commissioned and published by technology vendors).
  • Published body of work: A reference to a firm's recognized expertise and published research in a given area, rather than a specific report title. This acknowledges their thought leadership without claiming access to proprietary materials (e.g., Everest Group global business services research, Deloitte Finance Transformation studies).

No specific data points or proprietary figures are reproduced from any paywalled source. Where we cite a named report, it is publicly accessible. Where the underlying research is paywalled, we reference only publicly available summaries or the firm's general body of published work.

Third-Party Trademarks & Intellectual Property

All organization names, product names, report titles, and framework names referenced in BizBlocz tools and reports are trademarks or registered trademarks of their respective owners. This includes but is not limited to:

  • SAP, SAP S/4HANA, SAP Ariba, SAP BTP, SAP IBP, SAP BPC, SAP SuccessFactors, SAP Group Reporting, and SAP Joule are trademarks of SAP SE.
  • Oracle, Oracle Cloud, and Oracle ERP Cloud are trademarks of Oracle Corporation.
  • Salesforce, Sales Cloud, and Service Cloud are trademarks of Salesforce, Inc.
  • Microsoft, Microsoft Azure, Microsoft Dynamics, and Microsoft Copilot are trademarks of Microsoft Corporation.
  • ServiceNow is a trademark of ServiceNow, Inc.
  • Workday is a trademark of Workday, Inc.
  • IBM and IBM Watson are trademarks of International Business Machines Corporation.
  • McKinsey & Company, BCG (Boston Consulting Group), Deloitte, PwC (PricewaterhouseCoopers), EY (Ernst & Young), KPMG, Accenture, Gartner, Forrester, UiPath, HighRadius, and all other organization names referenced are trademarks of their respective owners.

BizBlocz is not affiliated with, endorsed by, or sponsored by any of these organizations. Their inclusion as research sources reflects publicly available publications used to inform our independent analysis and does not imply any partnership, endorsement, or commercial relationship.

Process taxonomy categories used in our tools are based on widely recognized industry terminology, standard business process classifications, and the independent professional expertise of NAVTEVA's team. Any resemblance to proprietary classification systems is incidental to the use of standard industry terminology.

No Guarantee of Accuracy

While we strive to use reliable and up-to-date research, NAVTEVA does not guarantee the accuracy, completeness, or timeliness of any data, benchmarks, or calculations. Research cited may become outdated as new studies are published.

Limitation of Liability

NAVTEVA Services LLC is not liable for any losses, damages, or consequences arising from decisions made based on BizBlocz tool outputs. Use of these tools is at your own risk.

Contact

If you have questions about this Disclaimer, please contact NAVTEVA Services LLC.

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BizBlocz tools provide estimates based on published research benchmarks. Results are not financial advice. All content, designs, algorithms, and methodologies are proprietary and may not be reproduced without consent. See our full disclaimer for details.
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