Governed Computational Workbench
for Agentic AI and Applied Research
Bring your teams, agents, tools, and enterprise data into one workspace, with governance built into execution.
Six capabilities. Each one solves a specific problem.
Every feature listed below exists because enterprise AI users reported a specific, measurable failure in their current workflow. Here is what Photon does about each one.
Bounded Agent Storefront
Only approved, governed agents are available, scoped by user role, department, and clearance level. No shadow AI. No rogue models.
The problem it solves: 67% of enterprise AI users report using unsanctioned tools because sanctioned ones are too hard to find or too limited.
Persistent Context Collections
Multi-modal context, documents, data, decisions, kept separate per project. Never pollute model memory. Never re-brief.
The problem it solves: Context loss is the #1 reported frustration in enterprise AI use. Users spend an average of 20 minutes per session re-establishing context that should have persisted.
Seamless Agent Orchestration
Invoke any approved agent mid-conversation. They inherit the full thread context instantly. No copy-paste. No tab-switching. No re-briefing.
The problem it solves: Siloed workflows force users to manually transfer context between 3-5 separate AI tools per task, each with its own interface, memory, and limitations.
Observer Agent Oversight
Always-on compliance agents monitor every interaction in real time. When a policy boundary is reached, Execution Interception halts the agent and presents three options: Stop, Restart, or Continue.
The problem it solves: AI outputs in regulated industries require audit trails. Without runtime monitoring, every AI-assisted decision is an unauditable liability.
On-Demand Model Switching
Switch the underlying foundation model mid-session without changing UX or losing history. Test outputs across models. Future-proof every workflow.
The problem it solves: Model lock-in. When your AI vendor changes pricing, deprecates a model, or a better model emerges, your entire workflow should not break.
Full Cost Visibility
Real-time token usage dashboards per user, team, and project. Auto-enforce token limits. Track ROI across functions. No surprise invoices.
The problem it solves: AI cost overruns. Without per-project visibility, enterprises discover their AI spend only at month-end, after the budget is already exceeded.
Three layers. One architecture.
Photon is built on three integrated technology layers. Each one can be explained in two sentences. If it takes longer than that, the technology is not clear enough.
Photon HX: The Workbench
A single, intent-driven interface where human operators command AI agents across projects, teams, and foundation models. State your goal. Photon routes to the right agents, injects the right context, and renders the output in one unbroken thread.
Technologies: inline agent invocation, contextual tagging, adaptive output rendering, on-demand model switching.
Explore this layerRuntime AI Governance: The Control Layer
A live, zero-trust control system that enforces your policies at the exact moment an AI agent acts. Observer Agents monitor every interaction. Execution Interception blocks violations before output is rendered. You decide: Stop, Restart, or Continue.
Technologies: Observer Agents, Execution Interception, distributed identity, intent-based controls, identity-aware audit logs.
Explore this layerData Foundations: The Encryption Layer
AI agents query encrypted datasets using standard SQL, without decryption keys and without moving data. Field-level zero-trust controls travel with the data itself, enforced at runtime regardless of location.
Technologies: ATOMIC ENGINE (AES-256 encryption), SEID (searchable encryption in data), PRISM (field-level policy enforcement), BEAMS (dynamic data transformation).
Explore this layerBuilt for industries where a wrong answer is a liability.
Each deployment is mapped to the specific regulatory, operational, and data requirements of the vertical. These are not generic use cases. They are architectures.
Defence & Intelligence
Classified data must cross coalition boundaries for joint analytics, without exposure on untrusted infrastructure.
SEID queries encrypted classified datasets across coalition networks. PRISM micro-perimeters travel with data. BEAMS provides differentiated access by clearance level.
→ Joint analytics without data exposure.
Defence & Intel Solutions →Financial Services
PII and financial data exposure in AI-driven trading workflows. Shadow AI proliferating across desks with no audit trail. Regulatory audit requirements increasing quarterly.
Observer Agents provide continuous compliance monitoring. Identity-aware audit logs record every AI-assisted decision. Bounded agent storefront eliminates unsanctioned AI use.
→ Complete audit trail for every AI action, ready for the regulator before they ask.
Financial Services Solutions →Pharma & Healthcare
PHI exposure in multi-modal AI analysis. HIPAA and GDPR compliance requirements. Manual data de-identification bottlenecks delaying research by weeks.
QZ Sentinel auto-redacts PHI across 69+ languages with format-preserved output. PRISM enforces purpose-based PHI controls. BEAMS transforms data for AI/ML pipelines while maintaining compliance.
→ Privacy-preserved AI for life-critical data.
Pharma & Healthcare Solutions →Government
Strict attribute-based access requirements. Cross-agency data sharing risks. Need for auditable AI decision trails across jurisdictions.
PRISM enforces RBAC + ABAC at the field level. Distributed identity management across agencies. Full identity-aware audit logging for every AI interaction.
→ Programmatic governance at the speed of policy.
Government Solutions →Plays well with existing infrastructure
Works with the cloud, data, and enterprise systems you already run. No vendor lock-in required.
Clouds
Data & Systems
Available onGoogle Cloud MarketplaceMap your AI agent use cases to a governed architecture.
In 90 minutes, the QuantumZero team will walk through your agent landscape, data environment, and compliance requirements, and show you exactly how Photon deploys in your stack.
atomic@quantumzero.io · US: +1 (415) 994-2722 · EU/CH: +41 78 314 13 69