ASIRI audits your LLM architecture, security posture, and compliance readiness, delivering a clear risk assessment and actionable roadmap before investor conversations begin.
Sample score showing moderate fundraising risk before investor review.
Investor-grade analysis delivered in hours, not weeks of consultant back-and-forth.
Core diligence surfaces covered: security, architecture, scalability, LLM Ops, and compliance.
The system is commercially investable; however, critical risks in architecture and LLM operations may impact scalability, cost efficiency, and investor confidence.
Remediation is recommended prior to fundraising to reduce rejection risk.
Secrets exposure creates immediate security and diligence risk for investors reviewing production hygiene.
Unsafe prompt handling may allow malicious input to override instructions and compromise system behavior.
Single-model dependency weakens resilience and raises diligence concerns around uptime and continuity.
Current orchestration increases inference cost and weakens margin assumptions under scale.
Monitoring and traceability gaps make incident response slower and reduce confidence in operating maturity.
Primary diligence pressure is concentrated in LLM Operations, Architecture & Scalability, and Token Economics. Security and compliance posture is directionally sound but still requires tighter evidence packaging before fundraising.
Strong underlying product signal, with targeted remediation recommended before investor conversations begin.
The hero shows the report itself. This section explains the diligence package behind it: what an investor or partner would actually review, what founders can act on, and what gets prioritized before fundraising.
A partner-ready overview of investability, priority risks, and the issues most likely to shape investor confidence in the first meeting.
Domain-by-domain analysis across security, LLM operations, architecture, scalability, token economics, and compliance readiness.
A prioritized remediation roadmap founders can use immediately to reduce diligence friction before active fundraising begins.
No vague “AI risk” language. ASIRI surfaces the technical and operational findings that investors and diligence teams use to challenge credibility.
Exposed API keys, tokens, or credentials that signal weak security discipline and immediate risk exposure.
Deployment processes without testing gates, rollback logic, or operational traceability.
LLM workflows that can be manipulated through unsafe prompts, retrieval paths, or tool execution.
Overbuilt inference chains, unnecessary model calls, and unit economics that weaken scale assumptions.
Fragile ingestion, missing recovery controls, and data lineage gaps that create diligence friction.
Start with a fast signal, move to a full technical review, or run a deep audit built for investor scrutiny.
Fast initial signal for founders who need to understand whether deeper diligence is urgent.
Best for founders preparing for active investor conversations and needing an actionable technical report.
Full technical diligence for teams that need investor-grade documentation before a high-stakes fundraise.
Share read-only access or provide a structured overview of your stack, architecture, and AI workflow.
We evaluate security, scalability, LLM Ops, PII handling, GDPR / UAE PDPL compliance posture, and investor rejection risks across the stack.
Receive a score, category breakdowns, issue severity, and a clear remediation view before diligence begins.
Security concerns kill conversion. ASIRI addresses them directly, with a review model designed for sensitive technical assets.
Analysis is scoped to review, not modification, so your team stays in control of the repository.
Source code is not retained after analysis, reducing long-tail exposure and internal security concerns.
Technical review runs in isolated environments designed to reduce operational and data-handling risk.
ASIRI reviews PII exposure and data-handling risk while keeping analysis aligned with GDPR and UAE PDPL expectations.
ASIRI gives founders a clearer view of what technical diligence is likely to surface, what matters most to address first, and how to go into investor conversations with more confidence.
ASIRI organizes findings around the questions investors and technical diligence teams are most likely to raise.
Instead of a generic audit dump, founders get a prioritized view of the issues most likely to affect readiness, credibility, and follow-up diligence.
Use the report to tighten your technical story, address the biggest gaps early, and enter investor conversations with more confidence.
See the technical, operational, and compliance issues that can derail fundraising before investors turn them into objections.