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AI Disclaimer

Last Updated: March 2026

⚠ IMPORTANT — READ BEFORE USING AI-GENERATED OUTPUTS

All analyses, estimates, reports, recommendations, and other outputs generated by EnergyStackHub's AI systems are for informational and educational purposes only. They do not constitute professional advice of any kind. You must consult a qualified licensed professional before making decisions based on any AI-generated output from this Platform.

Table of Contents

  1. AI Notice — Educational Purpose Only
  2. Domain-Specific Disclaimers
  3. Verification Obligation
  4. No Warranty
  5. Limitation of Liability
  6. Human Professional Review Required
  7. Data Accuracy and Freshness
  8. Indemnification
  9. Regulatory Status
  10. International Users
  11. Severability
  12. Entire Agreement

1. AI NOTICE — EDUCATIONAL PURPOSE ONLY

EnergyStackHub uses artificial intelligence (AI) and machine learning technologies to generate energy analyses, cost estimates, procurement recommendations, sustainability assessments, and related outputs (collectively, "AI Outputs"). All AI Outputs are produced for informational and educational purposes only.

AI Outputs are not professional advice, engineering opinions, financial guidance, legal counsel, tax recommendations, or compliance determinations. They are illustrative references to assist your thinking and should be treated as starting points for further investigation — not final answers.

AI Confidence Levels — Important Caveat: Even outputs labeled "High Confidence" may contain errors, outdated information, or hallucinations (fabricated facts). AI confidence ratings reflect the model's internal assessment, not verified accuracy. All AI Outputs require human verification before being acted upon.

Known limitations of AI systems used on this Platform include:

  • Generation of factually incorrect statements presented with high apparent confidence (hallucination)
  • Use of outdated information based on training data that may not reflect current conditions
  • Fabricated citations, statistics, regulatory provisions, or incentive programs that do not exist
  • Misapplication of general knowledge to your specific jurisdiction, utility territory, or facility
  • Failure to account for recent regulatory changes, rate updates, or policy modifications
  • Variable outputs: different sessions may produce different results for identical inputs
  • Inability to verify or independently confirm data you provide

2. DOMAIN-SPECIFIC DISCLAIMERS

EnergyStackHub's AI Outputs touch multiple professional domains. In each domain, AI Outputs are educational only and do not substitute for licensed professional advice:

⚖️ Legal Advice

No AI Output constitutes legal advice. Contract reviews, regulatory interpretations, compliance assessments, and any analysis touching legal rights or obligations require review by a licensed attorney in your jurisdiction.

💰 Financial Advice

No AI Output constitutes financial advice. ROI projections, payback period estimates, energy cost savings forecasts, and financing analyses are illustrative only. Consult a licensed financial advisor before making capital investment decisions.

📋 Tax Advice

No AI Output constitutes tax advice. IRA tax credit estimates, depreciation analyses, and incentive eligibility assessments are educational only. Consult a licensed CPA or tax attorney for tax planning and compliance.

🌍 Environmental Compliance

No AI Output constitutes environmental compliance advice. Sustainability reports, emissions calculations, ESG disclosures, and regulatory compliance assessments require review by qualified environmental consultants and legal counsel.

🏗️ Engineering

No AI Output constitutes a professional engineering opinion. Equipment specifications, load calculations, system designs, solar system sizing, and construction scope estimates require review by a licensed Professional Engineer (PE).

📈 Investment Advice

No AI Output constitutes investment advice. Energy project financial analyses, rate-of-return projections, and market opportunity assessments are not investment recommendations. Consult a licensed investment advisor.

🛡️ Insurance

No AI Output constitutes insurance advice. Risk assessments, coverage recommendations, and claims-related analyses are educational only. Consult a licensed insurance professional for your specific needs.

🏛️ Customs & Trade

No AI Output constitutes customs, import/export, or trade compliance advice. Equipment procurement involving international supply chains requires consultation with a licensed customs broker or trade attorney.

⚕️ Medical Advice

EnergyStackHub does not provide medical advice. If AI Outputs touch on indoor air quality, occupational health standards, or building wellness certifications, these are educational only and do not constitute medical or occupational health advice. Consult licensed medical and industrial hygiene professionals for health-related decisions.

3. VERIFICATION OBLIGATION

Before relying on any AI Output for business, financial, legal, technical, or compliance decisions, you are solely responsible for verifying the information through authoritative sources. This includes but is not limited to:

  • Utility rates and tariff structures: Verify current rates directly with your utility provider; rates change frequently and vary significantly by territory, rate class, and season
  • Incentive programs: Confirm program availability, funding status, eligibility requirements, deadlines, and application procedures directly with the administering agency; programs change frequently and may be oversubscribed
  • Regulatory requirements: Verify compliance obligations with the applicable regulatory agency or licensed legal counsel; regulations vary by jurisdiction and are subject to change
  • Equipment specifications and costs: Obtain actual quotes from contractors and verify specifications with manufacturers; benchmark costs are illustrative only
  • Financial projections: Develop project-specific financial models with actual costs, rates, and incentives; AI-generated projections use general assumptions that may not reflect your specific situation
  • Credentials: Verify professional credentials, licenses, and certifications directly with the issuing authority; marketplace credential information is self-reported and not independently verified

4. NO WARRANTY

ALL AI OUTPUTS AND PLATFORM CONTENT ARE PROVIDED "AS IS" AND "AS AVAILABLE" WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED. THE COMPANY EXPRESSLY DISCLAIMS ALL WARRANTIES, INCLUDING BUT NOT LIMITED TO WARRANTIES OF:

  • Accuracy, completeness, or currency of any information
  • Fitness for a particular purpose
  • Non-infringement of third-party rights
  • Freedom from errors, omissions, or hallucinations
  • Compliance with any professional standard or regulatory requirement
  • Achievement of projected savings, returns, or outcomes

THE COMPANY MAKES NO REPRESENTATION THAT AI OUTPUTS WILL BE ERROR-FREE OR THAT THE PLATFORM WILL OPERATE WITHOUT INTERRUPTION.

5. LIMITATION OF LIABILITY

TO THE MAXIMUM EXTENT PERMITTED BY APPLICABLE LAW, THE COMPANY SHALL NOT BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, CONSEQUENTIAL, PUNITIVE, OR EXEMPLARY DAMAGES ARISING FROM OR RELATED TO YOUR RELIANCE ON ANY AI OUTPUT, INCLUDING WITHOUT LIMITATION:

  • Losses arising from decisions made based on AI-generated estimates, projections, or recommendations
  • Costs incurred from pursuing incentive programs or projects based on AI analysis
  • Regulatory fines, penalties, or legal costs arising from reliance on AI compliance analysis
  • Engineering failures, construction defects, or safety issues arising from AI-generated technical recommendations
  • Lost savings, lost revenue, or opportunity costs arising from inaccurate AI projections

This limitation applies regardless of the theory of liability (contract, tort, negligence, strict liability, or otherwise) and even if the Company has been advised of the possibility of such damages. The Company's total liability for AI Output-related claims shall not exceed the amounts paid by you to the Company in the twelve months preceding the claim.

6. HUMAN PROFESSIONAL REVIEW REQUIRED

The following categories of decisions must involve review by a qualified licensed professional before implementation:

  • Capital expenditures: Any energy project, equipment purchase, or infrastructure investment based on AI analysis must be reviewed by appropriate licensed professionals (engineers, financial advisors, etc.) before commitment of funds
  • Regulatory filings: Any submission to regulatory agencies, utilities, or government bodies must be prepared or reviewed by a licensed professional in the relevant field
  • Contracts and agreements: Energy procurement contracts, PPAs, utility agreements, and vendor contracts must be reviewed by legal counsel
  • Tax filings: Tax credit claims, depreciation schedules, and incentive filings must be prepared by or reviewed by a licensed tax professional
  • Design and construction: Any building modification, electrical work, HVAC installation, solar system design, or other construction activity must be designed and supervised by a licensed Professional Engineer and appropriate contractors
  • ESG and sustainability reporting: Public sustainability disclosures, SEC reporting, and third-party verified reports must be prepared with appropriate professional oversight

7. DATA ACCURACY AND FRESHNESS

7.1 Knowledge Cutoff

AI models used on this Platform have knowledge cutoff dates after which they may not have information about new regulations, incentive programs, utility rate changes, technology developments, or market conditions. Always verify that AI Outputs reflect current conditions.

7.2 Cost and Rate Benchmarks

Cost estimates and utility rate benchmarks are based on historical data and general regional averages. Actual costs, rates, and savings will vary based on your specific utility territory, rate class, load profile, equipment selection, contractor pricing, and current market conditions. The Platform's benchmark assumptions (including baseline cost structures, billing error rates, and procurement savings assumptions) are illustrative ranges, not guaranteed outcomes.

7.3 Incentive Program Information

Information about federal, state, and utility incentive programs (including IRA tax credits, state rebate programs, utility demand response programs, and other incentives) is subject to change. Programs may be modified, suspended, or discontinued. Funding may be exhausted. Eligibility rules may change. Always verify current program status directly with the administering authority before making investment decisions.

7.4 Utility Rate Variability

Commercial electricity and natural gas rates vary enormously by utility, territory, rate class, season, time of use, and contract terms. AI-generated utility cost analyses use general benchmarks that may differ significantly from your actual rates. Obtain actual rate schedules from your utility and actual bills for accurate analysis.

7.5 Certification and Credential Data

Credentials, certifications, and qualifications displayed for marketplace professionals are self-reported. EnergyStackHub does not independently verify professional credentials, licenses, insurance, or certifications. You are responsible for independently verifying any professional's qualifications before engaging their services.

8. INDEMNIFICATION

You agree to indemnify, defend, and hold harmless Steeled Inc., its officers, directors, employees, agents, and licensors from and against any claims, damages, losses, costs, and expenses (including reasonable attorney's fees) arising from: (a) your reliance on AI Outputs without appropriate professional review; (b) decisions you make based on AI Outputs; (c) your failure to obtain required professional advice; or (d) your violation of this AI Disclaimer or the Platform's Terms of Service.

9. REGULATORY STATUS

EnergyStackHub is a software platform, not a licensed energy advisor, financial advisor, engineering firm, legal practice, or tax advisory service. The Company does not hold licenses in any professional or regulated field. Use of the Platform does not create a professional-client relationship of any kind (attorney-client, CPA-client, engineer-client, financial advisor-client, or otherwise).

In jurisdictions where providing certain types of advice requires professional licensure, the AI Outputs on this Platform are provided solely as educational content and general information, not as regulated professional advice.

10. INTERNATIONAL USERS

AI Outputs generated by EnergyStackHub are primarily calibrated for commercial energy markets in the United States. Users outside the United States should be aware that: utility structures, regulations, and incentive programs differ significantly by country; AI benchmarks and assumptions may not apply to your local market; professional licensing requirements and standards vary by jurisdiction; and regulatory requirements referenced in AI Outputs may be U.S.-specific.

International users bear sole responsibility for determining the applicability of AI Outputs to their jurisdiction and for obtaining appropriate local professional advice.

11. SEVERABILITY

If any provision of this AI Disclaimer is held to be invalid, illegal, or unenforceable by a court of competent jurisdiction, the remaining provisions shall continue in full force and effect. The invalid provision shall be modified to the minimum extent necessary to make it valid and enforceable, or severed if modification is not possible.

12. ENTIRE AGREEMENT ON AI LIMITATIONS

This AI Disclaimer, together with the Terms of Service and Privacy Policy, constitutes the complete statement of the Company's disclaimers and limitations with respect to AI-generated content. This AI Disclaimer supersedes any prior representations, warranties, or statements regarding the accuracy, reliability, or professional nature of AI Outputs.

Questions? If you have questions about the limitations of AI Outputs or how to properly use information from this Platform, contact us at energystackhub@polsia.app.
Steeled Inc.

Email: energystackhub@polsia.app

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