DUBAI — AI safety guardrails built into leading chatbot platforms are complicating the work of offensive security researchers across the UAE’s fast-growing cybersecurity sector, according to practitioners who rely on large language models to probe software for exploitable flaws before criminals do.
Researchers who conduct penetration testing and vulnerability research for banks, telecoms and government-linked entities in Dubai and Abu Dhabi say restrictions built into OpenAI’s and Anthropic’s models increasingly block or hedge on requests tied to exploit development, even when the work is legitimate and authorized. The tools frequently refuse to write proof-of-concept code, flag standard reconnaissance techniques as malicious, or add lengthy caveats that slow down time-sensitive assessments. For a region investing heavily in critical infrastructure protection, ahead of major events and amid rising state-linked cyber threats in the Gulf, that friction has operational consequences.
Why This Matters for the UAE
The UAE has positioned itself as a regional cybersecurity hub, with the Cyber Security Council, ADNOC-linked digital ventures and free zone incubators such as DIFC and Hub71 backing offensive-security startups and red-team consultancies. Many of these firms have adopted AI copilots to accelerate vulnerability discovery, a market Gulf governments consider strategically important given repeated attacks on regional energy, aviation and financial networks. If mainstream AI models remain overly conservative, UAE-based security firms may face a choice between slower AI-assisted workflows or shifting toward open-weight, less restricted models hosted locally — a trend already visible in Abu Dhabi’s push around sovereign AI infrastructure, including models developed by Technology Innovation Institute.
Implications for Investors and Founders
For investors backing Gulf cybersecurity startups, the guardrails debate signals a potential opening. Homegrown or regionally tuned models with clearer authorization frameworks for red-team use could gain traction with government and enterprise clients frustrated by blanket refusals from US-based providers. Founders building security tooling should watch how OpenAI and Anthropic calibrate policies distinguishing malicious actors from vetted researchers, as enterprise contracts increasingly require documented AI-assisted testing capabilities. Firms that can demonstrate compliant, auditable use of AI in offensive research may find it easier to win business from UAE financial institutions and critical-infrastructure operators tightening vendor requirements around cyber resilience.












