DigiEdze AI · AI Security
Discover the Risks Behind AI Innovation
AI introduces attack surfaces your existing controls were not designed for: untrusted text that becomes instruction, agents that hold credentials, tools that reach production systems, and models that can be induced to leak what they retrieved.
- prompt injection defence
- model security
- data protection
- agent security
- tool security
- identity
- secrets
- sandboxing
Reference architecture
- 07Untrusted input boundary
- 06Injection & content filtering
- 05Agent identity & credential broker
- 04Policy engine
- 03Tool allow-list & argument validation
- 02Sandboxed execution with egress control
- 01Output scanning & audit
The problem
What if Risks Remain Undetected?
Any document, ticket or web page an agent reads is a potential instruction channel.
Agents hold standing credentials with far broader rights than any single task needs.
A retrieval system with weak entitlement filtering becomes an efficient exfiltration path.
What we build
Our AI Security Services
Prompt injection defence
Trust boundaries between instruction and retrieved content, input and output filtering, and tool-call validation that assumes the content is hostile.
Agent identity and least privilege
Per-agent workload identity, short-lived credentials and scopes narrowed to the specific task.
Tool security
Argument validation, allow-lists, rate limits, dry-run modes and mandatory approval on destructive operations.
Data protection
Classification-aware retrieval, redaction, output scanning and enforced residency boundaries.
Sandboxing and containment
Isolated execution for code and browsing, with egress control and blast-radius limits.
AI red teaming
Adversarial testing against injection, jailbreak, exfiltration and tool-abuse scenarios, repeated on every significant change.
How it works
Enable a high level of protection for your organization to run AI without disruption or unexpected risk. Adopt AI tools with built-in security against shadow AI, data leaks, prompt injection and pipeline attacks.
Technology
- dZshield
- Guardrail frameworks
- Workload identity
- Secrets management
- Sandbox runtimes
- Red-team tooling

Use Cases
Practical Approach
BFSI
Agent action rights bounded by transaction value with approval above threshold.
Government
Air-gapped deployment with strict egress control and full action auditing.
Healthcare
Classification-aware retrieval preventing cross-boundary disclosure of records.
Outcomes
What We Measure
We evaluate your entire AI landscape, build integration depth, implement detection methodologies and align with your operational lifecycle and existing security infrastructure.
- Red-team findings closed
- Privilege reduction achieved
- Injection detection rate
- Time to contain an AI incident

Questions
AI Security, Answered Directly
Can prompt injection be eliminated?
Not by filtering alone. The durable defence is architectural: treat all retrieved content as untrusted data rather than instruction, constrain what tools an agent can call, validate every argument, and require approval for actions whose consequences you would not accept from an anonymous user.
What is the most common AI security gap you find?
Over-privileged agent credentials. An agent given a service account with broad rights turns any successful injection into a serious incident. Per-agent identity with least-privilege scopes limits the damage before any detection control is involved.
Choose your starting point
Where Are You Today?
Enterprise AI conversations stall when the entry point is wrong. Pick the sentence that matches your situation.
We have an idea.
→ AI STRATEGY
We have a POC.
→ AI PRODUCTIONIZATION
We have an AI application.
→ LLMOPS / AGENTOPS
We need autonomous workflows.
→ AGENTIC AI
Our AI is too expensive.
→ AI FINOPS
Our AI can't reach enterprise knowledge.
→ RAG & KNOWLEDGE
We can't send data to public AI.
→ SOVEREIGN AI
We need to run AI securely.
→ AI SECURITY
Assess AI Security
We provide a detailed AI security assessment for your enterprise and implement the best practices your organization deserves.
30 MINUTES WITH AN ARCHITECT · BRING YOUR HARDEST CONSTRAINT