⚠️ Hallucination Notice
AI systems can generate plausible-sounding but factually incorrect information — a phenomenon known as "hallucination." This includes:
- Fabricated statistics — numbers that appear authoritative but are invented
- Incorrect regulatory requirements — laws, rules, or thresholds stated incorrectly
- Inaccurate dates or deadlines — filing deadlines, effective dates, or expiration dates stated wrongly
- Fictional citations — case law, statutes, or regulations cited that do not exist or are misquoted
- Outdated information — rules or conditions that have changed since the AI's training data cutoff
USLaunchStack implements safeguards to minimize hallucination, but cannot guarantee that all AI-generated content is accurate. Always verify critical information — especially legal requirements, financial data, regulatory deadlines, and professional credentials — with authoritative sources or qualified professionals before relying on it for any decision.
What to Do When You Receive AI-Generated Output
- Treat it as a starting point, not a final answer. AI output is a research aid, not a definitive source.
- Verify critical facts independently using official government websites, authoritative legal databases, or licensed professionals.
- Never file, submit, or act on AI-generated legal, tax, or regulatory content without professional review.
- Check dates — regulations, deadlines, and requirements change. Confirm currency of any time-sensitive information.
🤖 Nature of AI-Generated Content
2.1 How AI Works
USLaunchStack uses large language models (LLMs) trained on large datasets of text. These models generate responses by predicting statistically likely continuations of text based on patterns in their training data. They do not "know" facts in the way humans do — they generate text that statistically resembles credible outputs.
2.2 What AI Can Do Well
- Summarizing general concepts and frameworks
- Generating structured templates and checklists
- Identifying questions you should ask your professional advisors
- Providing general educational context about business formation processes
- Comparing high-level differences between entity types or jurisdictions
2.3 What AI Cannot Reliably Do
- Provide accurate, current regulatory requirements without verification
- Assess your specific legal, tax, or compliance needs
- Replace the judgment of licensed attorneys, CPAs, or other professionals
- Guarantee accuracy of specific facts, citations, or statistics
- Account for jurisdiction-specific nuances that may apply to your situation
- Predict regulatory changes or stay current beyond its training data cutoff
2.4 AI Output Is Not a Professional Opinion
AI-generated content does not represent the opinion, advice, or recommendation of any licensed professional. It is generated by a machine learning model and has not been reviewed, approved, or endorsed by attorneys, CPAs, immigration professionals, or financial advisors.
🚫 Not Professional Advice
Nothing on USLaunchStack constitutes professional advice of any kind. This includes:
Does not create an attorney-client relationship. Not a substitute for licensed legal counsel.
Not a substitute for CPA or Enrolled Agent. Does not constitute tax planning or compliance guidance.
Not a substitute for immigration attorney. Visa and immigration requirements require professional review.
Not investment advice. Not a substitute for licensed financial advisor or broker-dealer.
No AI-generated content on USLaunchStack constitutes legal advice, tax advice, immigration advice, financial advice, investment advice, compliance advice, or any other form of licensed professional service. All outputs are for informational and educational reference only.
⚖️ No Legal Advice — UPL Notice
USLaunchStack does NOT provide legal services related to business formation as prohibited by state bar associations. Providing legal advice on business entity formation requires bar admission in the state where the entity is formed.
All AI-generated entity analyses, formation templates, jurisdiction comparisons, operating agreement templates, and legal document drafts are educational template reference materials only. They:
- Do not constitute legal advice of any kind
- Do not create an attorney-client relationship
- Do not substitute for licensed attorney review and customization
- Require attorney review and customization before use in any state filing
- May not reflect current state formation requirements (requirements vary by state and change frequently)
Before Forming Any Entity
Consult a licensed attorney in your state regarding: entity type selection, liability protection, state-specific formation requirements, operating agreement terms, governance structure, and any regulatory requirements specific to your industry.
🧾 No Tax Advice
USLaunchStack does NOT provide tax advice as prohibited by state accountancy boards. Tax planning for business entities requires engagement of a licensed CPA or Enrolled Agent (EA). Tax advice without proper licensure violates state accountancy laws.
All AI-generated tax comparisons, entity structure tax analyses, pass-through vs. C-corporation analyses, state tax analyses, foreign investor tax analyses, and related outputs are educational reference only. They do not constitute:
- Tax advice, tax planning, or tax compliance guidance
- A substitute for licensed CPA or Enrolled Agent review
- Guidance specific to your tax situation, jurisdiction, or treaty obligations
Foreign investor tax compliance (FIRPTA, foreign tax credits, Form 8288, withholding obligations, treaty analysis) is particularly complex. USLaunchStack's outputs on foreign investor structures are educational reference only. Consult a CPA, EA, or tax attorney with international tax expertise before making any decisions.
🌍 No Immigration Advice
USLaunchStack does NOT provide immigration advice. Immigration and visa strategy requires engagement of a licensed immigration attorney. AI-generated visa-business alignment analyses are for informational and educational reference only.
All AI-generated visa comparisons, visa-to-entity alignment analyses, immigration pathway discussions, and related outputs:
- Are for informational reference only and do not constitute immigration advice
- Do not substitute for licensed immigration attorney review
- May not reflect current USCIS requirements, processing times, or policy updates
- Must not be relied upon for visa petitions, applications, or compliance decisions
Consult a licensed immigration attorney for visa selection, petition preparation, compliance requirements, and status maintenance obligations. Immigration law is complex and mistakes can have severe consequences including visa denial, removal proceedings, or bars on future admission.
This disclosure is made in compliance with California immigration consultant licensing requirements (Cal. B&PC §22400 et seq.) and DOJ immigration practice standards. USLaunchStack does not employ accredited representatives or licensed immigration attorneys.
📈 No Financial or Investment Advice
USLaunchStack does NOT provide investment advice, securities recommendations, or financial planning services. Any AI-generated content touching on financial projections, capital structures, funding strategies, or investor considerations is for informational and educational reference only.
This Platform is not registered as an investment adviser, broker-dealer, or financial planning firm. No content on this Platform should be construed as:
- A recommendation to buy, sell, or hold any security
- Investment advice under the Investment Advisers Act of 1940
- Financial planning services requiring a licensed financial planner
- A substitute for advice from a registered financial adviser, broker-dealer, or CFP
This disclosure addresses compliance with SEC/FINRA investment advice regulations (15 USC §80a, 17 CFR §206, FINRA Rule 2111) and FTC deceptive practice enforcement patterns (15 USC §45).
📊 Confidence Levels
AI-generated analysis on this platform carries varying levels of confidence. Where feasible, we indicate confidence levels. However, even "high confidence" AI analysis may contain errors. No AI-generated output on this platform should be treated as a substitute for professional advice in legal, tax, immigration, financial, or compliance matters.
8.1 What Confidence Levels Mean
When USLaunchStack indicates a confidence level on AI-generated content, the following applies:
- High Confidence: The AI has strong pattern-matching support for this output, but verification is still required for critical decisions. High confidence does not mean factually verified.
- Medium Confidence: The AI has reasonable support for this output, but the information may be incomplete, jurisdiction-specific, or time-sensitive. Independent verification is strongly recommended.
- Low Confidence: The AI has limited support for this output. It should be treated as a starting point for research only, not relied upon without professional verification.
8.2 Confidence Is Not Accuracy
AI confidence scores reflect the model's internal assessment of the statistical likelihood of an output being correct. They do not reflect:
- Independent verification by licensed professionals
- Current legal or regulatory accuracy
- Applicability to your specific jurisdiction or circumstances
- Currency of the information relative to recent regulatory changes
8.3 No Confidence Indicator = Same Standard
Where no confidence indicator is displayed, the same standard applies: treat all AI-generated content as informational reference only and verify independently before relying on it for any decision.
📚 Source Attribution
Where AI-generated outputs reference specific laws, regulations, statistics, or data points, USLaunchStack endeavors to cite sources. However, source citations may be incomplete, outdated, or incorrect. Users must independently verify all cited sources before relying on them.
9.1 Known Limitations of AI Citations
- Hallucinated citations: AI models can generate citations to laws, cases, regulations, or studies that do not exist or are misidentified. Always verify that cited sources actually exist.
- Outdated sources: Cited statutes, regulations, or rules may have been amended, repealed, or superseded since the AI's training data cutoff.
- Misquoted content: Even when a source exists, the AI may misquote, paraphrase inaccurately, or mischaracterize its content.
- Incomplete citation: Citations may omit subsections, amendments, or other qualifications that materially affect interpretation.
9.2 How to Verify Citations
- For federal statutes: Check uscode.house.gov or law.cornell.edu
- For federal regulations: Check ecfr.gov
- For state law: Check official state legislature or Secretary of State websites
- For IRS guidance: Check irs.gov
- For FinCEN requirements: Check fincen.gov
- For case law: Use Westlaw, LexisNexis, or CourtListener
9.3 Never Rely on AI Citations for Legal Submissions
AI-generated citations must never be used in legal filings, court submissions, regulatory applications, or any formal legal document without independent verification by a licensed attorney.
⏰ Time-Sensitive Information
10.1 Knowledge Cutoff
The AI models used by USLaunchStack have a training data knowledge cutoff. Information generated by the AI may not reflect:
- Recent legislative changes or new regulations
- Current filing fees, thresholds, or deadlines
- Updated government program requirements or incentive structures
- Recent court decisions or regulatory guidance
- Current processing times or government backlog conditions
- Recent changes to tax rates, brackets, or treaty provisions
10.2 Always Verify Time-Sensitive Information
The following categories of information are particularly time-sensitive and must always be verified against current authoritative sources before relying on them:
- Filing deadlines and compliance dates
- Current government fees and costs
- Active incentive programs, grants, or subsidies
- Current visa processing times and USCIS policy
- Current FinCEN BOI requirements (subject to ongoing litigation and regulatory updates)
- State formation fees and processing times
- Tax rates, brackets, and applicable exemptions
Regulations, incentive programs, tax codes, and government requirements change frequently. Do not assume any AI-generated information about current requirements is accurate without verifying against official current sources. This is especially critical for FinCEN BOI reporting requirements, which have been subject to significant legal and regulatory changes.
👤 User Responsibility
11.1 You Are Responsible for Your Decisions
You are solely responsible for all decisions made based on AI-generated content from USLaunchStack. Steeled Inc. is not liable for any decisions, actions, omissions, losses, or damages resulting from your reliance on AI-generated outputs.
11.2 Consult Qualified Professionals
Before acting on any AI-generated output that relates to legal, tax, immigration, financial, or compliance matters, you must consult qualified, licensed professionals:
- Entity formation decisions: Licensed attorney in the applicable state
- Tax planning and compliance: Licensed CPA or Enrolled Agent
- Immigration strategy: Licensed immigration attorney
- Investment and financial decisions: Registered investment advisor or licensed financial planner
- FinCEN BOI compliance: Licensed attorney with compliance expertise
- FIRPTA and cross-border tax: CPA/EA with international tax experience
11.3 Independent Verification
You are responsible for independently verifying all AI-generated information before relying on it. This includes verifying: specific legal requirements, current fees and deadlines, accuracy of citations and sources, and applicability to your specific circumstances and jurisdiction.
11.4 No Reliance on Past Outputs
AI-generated outputs from previous sessions may be outdated. Do not rely on AI outputs generated in the past for current compliance requirements. Always generate fresh analysis and verify against current authoritative sources.
📧 Contact & Questions
If you have questions about this AI Disclaimer, the limitations of AI-generated content, or how to verify information from USLaunchStack, please contact:
Steeled Inc.
AI Disclaimer & Content Inquiries:
Email: uslaunchstack@polsia.app
We will respond within 5 business days.
Additional Resources
For professional referrals in legal, tax, or immigration matters, consider:
- Licensed attorneys: Your state bar association's lawyer referral service
- CPAs: AICPA member directory (aicpa.org) or your state CPA society
- Enrolled Agents: NAEA member directory (naea.org)
- Immigration attorneys: AILA member directory (aila.org)
- Financial advisors: SEC registered investment advisors (adviserinfo.sec.gov)
USLaunchStack is an AI-powered information platform. It is designed to help you understand your options and ask better questions. It is not a law firm, accounting firm, immigration practice, or financial services firm. Always get professional advice before making important business, legal, tax, or financial decisions.