Disclaimer

1. AI Hallucinations & Generative Output

When we build LLM-driven applications (using RAG pipelines or fine-tuned models):

• Non-Deterministic Nature: Generative AI models predict tokens based on probabilities. They can and will occasionally produce inaccurate, biased, or nonsensical outputs ("hallucinations").
• Human-in-the-Loop Required: Acadify engineers robust prompt guardrails, but we do not guarantee the 100% factual accuracy of any AI-generated content. You must implement human review processes for high-stakes AI outputs.

2. Cloud & API Dependencies

Modern architectures rely heavily on third-party cloud infrastructure (AWS, GCP, Azure) and API providers (OpenAI, Stripe, Twilio).

• We architect for high availability, but we are not legally or financially liable for downtime caused directly by upstream outages from these third-party vendors.
• Changes to third-party API endpoints, rate limits, or pricing structures after deployment are outside of Acadify's control and may require out-of-scope maintenance contracts to patch.

3. MVP Timelines & Engineering Estimates

Engineering velocity is highly dependent on clear requirements and zero scope creep.

• Any timeline estimates discussed during discovery calls or initial sales pitches are strictly theoretical.
• The only binding timelines are those explicitly documented and signed in your sprint-based Statement of Work (SOW).
• Client delays in providing API keys, design approvals, or data access will linearly delay the delivery timeline.

4. Code Warranties

There is no such thing as bug-free software. While we enforce strict test-driven development (TDD) and CI/CD security scanning:

• Outside of our standard 30-Day Zero-Bug Warranty, all custom software is provided "AS IS".
• If you or your internal engineering team modifies the source code, pushes unvetted commits, or alters the production database schema, all Acadify performance warranties are immediately voided.

5. Legal & Financial Advice Limitation

We are elite software engineers, not lawyers or accountants. If we build a FinTech app, a HIPAA-compliant healthcare portal, or a GDPR-sensitive database for you, you are strictly responsible for having your own legal counsel audit the application for regulatory compliance in your specific jurisdiction before launching it to the public.

6. Limitation of Financial Liability

To the absolute maximum extent permitted by law, Acadify Solution will never be liable for indirect, incidental, punitive, or consequential damages (including lost profits, lost data, or business interruption) arising out of the use or inability to use the software we engineer for you. Our maximum aggregate liability will never exceed the total capital paid by you for that specific engineering sprint.