
Null Lens™
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Built for regulated enterprises where intent must be provable — never interpreted.
SOC 2-aligned. GPU-isolated optional. API-first.
The only deterministic layer in the AI stack.
Most AI systems can’t prove intent.
⚙️ Before Lens
Enterprises depend on reactive controls and post-hoc reviews. But none can demonstrate what a model request was intended or authorized to do at the exact moment it executed.
- ✕ Intent reconstructed after incidents
- ✕ No pre-execution authorization record
- ✕ Opaque model behavior
- ✕ Fragmented policy enforcement
- ✕ No standardized request structure
- ✕ No reproducible accountability trail
Without pre-execution intent, governance becomes guesswork.
⟁ After Lens
Every request is reduced into a deterministic Motive · Scope · Boundary record — a pre-execution attestation of what the request represents before any model runs. Lens does not interpret or enrich intent; it simply records the explicit structure. Downstream systems may optionally log or compare this attested intent against internal policy.
- ✓ Intent captured before inference
- ✓ Deterministic schema every time
- ✓ Clear pre-execution boundaries
- ✓ Audit-ready, reproducible output
- ✓ No inference or enrichment
- ✓ Direct alignment with SOC2 controls
Lens provides the structural record regulators expect — before execution, not after.
Reactive compliance → Pre-execution accountability
Input → Lens → Intent Record → Verified Governance
Real governance starts with verifiable intent.
Lens creates a deterministic Motive · Scope · Boundary record for every request. This serves as a pre-execution attestation of intent, not an interpretation, and is captured exactly as written before any model or agent runs.
Downstream systems may optionally log or compare this attested intent against internal policy, but no enforcement is required for Lens to provide full value.
0
User data retained
100%
Requests carry a structured intent schema
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Policy frameworks supported
SOC 2 aligned • ISO 42001 ready • EU AI Act compatible
Intent becomes a first-class primitive, defined before inference instead of reconstructed afterward.
When intent is explicit, governance scales with the system.
Governance unlocks scale.
When intent is declared before execution, teams align around the same expectations and work moves forward with less friction.
Lens adds a reproducible intent layer to every request, giving engineering, compliance, and audit a shared and deterministic reference point.
Clarity
A unified intent schema across teams.
Stability
Consistent intent records for every workflow.
Velocity
Fewer revisions. Faster reviews. Predictable outcomes.
Early deployments show measurable gains in traceability and throughput.
Clear intent. Fewer conflicts. Safer scale.
Governance that accelerates engineering.
See intent before action.
Lens reduces natural language into a deterministic Motive · Scope · Boundary record. This creates a transparent intent layer that downstream systems may log or compare before any model executes.
🧠 User Input
Our AI agents need to access internal documents for project brief generation. Legal requires that every access event include a logged intent record stating what the model was authorized to do. We need to design a mechanism that ensures these logging requirements are met before any retrieval happens.
📡 API Request
curl -X POST https://null-core.ai/api/lens \
-H "Authorization: Bearer <your_api_key_here>" \
-d '{
"input": "Our AI agents need to access internal documents for project brief generation..."
}'🔬 Lens Output
[Motive] Extract structural purpose [Scope] internal documents, project brief generation, access event, logged intent record, model authorization, retrieval [Boundary] Establish the policy boundary
One request in. A reproducible intent record out.
Lens defines the intent layer. Your system decides how to use it.
Every audit trail starts with intent.
Integrate Lens.
Make intent explicit before execution.
Start with 100 free calls. Each request returns a deterministic Motive · Scope · Boundary record suitable for SOC2, ISO 42001, and EU AI Act aligned environments.
API first. Stateless. Intent defined before inference.
Enterprises depend on verifiable intent.
Lens gives every request a consistent and reproducible intent layer from the start.
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