AI Inference Governance · U.S. Patent Pending #63/982,542

Neha Dangwal
Founder & Architect

I spent nine years watching engineering teams at Cisco and Dell ship brilliant infrastructure. In 2024, I watched those same teams go live with agentic AI — and then receive production bills nobody could explain.

Not negligence. Just no governance layer. I built one.

77.6%
Cost Reduction
98.2%
Quality Parity
<40ms
Loop Interception
~2.8s
Voice E2E (Live)
$17M+
Career Infrastructure Impact
Cisco & Dell, 9 years
#63/982,542
U.S. Patent Pending
Filed Feb 13, 2026
1,000
Request Benchmark
Mixed complexity, adversarial
80%
SLM Offload Rate
Frontier reserved for reasoning
🛡️

SentryNode Gateway

Semantic AI Inference Governance & FinOps Platform

Most enterprise teams reach production with agents running on frontier models across every request — classification, routing, summarization — tasks a smaller model handles with identical output at 1/100th the cost. There's no governance layer. No audit trail. No kill switch. One runaway agent loop is a board-level incident before anyone looks up. SentryNode Gateway is the layer that sits between your application and the model providers — routing semantically, intercepting loops in under 40ms, and signing every response with a cryptographic provenance record.

Adaptive Inference Routing

Semantic complexity scoring routes routine tasks to SLMs automatically. Frontier models reserved for tasks that require them. 80% offload rate in production benchmarks.

Agentic Circuit Breaker

Patent-pending loop interception at <40ms. Detects recursive agentic drift and fires a hard stop before spend compounds. Not observability — intervention.

Sovereign Audit Ledger

HMAC-SHA256 cryptographic signing on every request. Which model ran, at what cost, with what quality guarantee. Tamper-evident. Board-ready.

Budget Guardrails

Hard spend caps per tenant, per workflow, per agent. Chargeback reporting for multi-tenant SaaS. No more surprise invoices.

Voice Pipeline Governance

STT→LLM→TTS governance layer. ~2.8s E2E latency live in production. Semantic routing across voice turns. PII scrubbing before any third-party API call.

Shadow Mode Validation

98.2% quality parity confirmed before any routing decision commits.

2 Slots · Q2 2026

Design Partner Pilot

I'm looking for engineering teams running agents in production who are hitting unexplained cost growth — and want to see what governed inference looks like on real traffic before committing to a full deployment.

  • Direct access to the founder during the full 30-day onboarding — no support queue
  • Influence on the enterprise security and compliance roadmap before public release
  • Pilot pricing with first-mover commercial terms locked in at design partner rates
  • Production benchmark report you can take to your CFO — your actual numbers, not estimates
Book a Technical Conversation →
Focus Areas
FinTech / Banking
Cryptographic audit trail on every compliance workflow. 10K+ doc reviews/day.
Enterprise SaaS
Per-tenant budget caps and chargeback reporting at scale.
Voice AI
STT→LLM→TTS governance. ~2.8s E2E. PII scrubbing on every turn.
DevOps / Platform Eng
Code agent circuit breakers. Loop interception before budget events fire.
HealthTech
Sandbox-isolated execution. PII at the gateway layer, not the application.
Compliance / Legal
Immutable audit log for every AI-generated output. EU AI Act ready.

🏗️ Enterprise Platform Background

Platform Strategy · Cisco (2021–2024)

Led "Submit to Commit" initiative — automated quality gates across IOSXE platform. Drove Meraki cloud networking roadmap supporting 11.5M+ active devices globally at 99.9% availability.

Security Platform · Cisco

Owned Python-based Secure Storage platform adopted across 80+ Cisco product lines. Established enterprise security standards for cloud infrastructure at scale.

Systems Engineering · Dell EMC (2016–2021)

0→1 enterprise hardware platforms. Built Dell's first on-prem GPU cloud using Kubernetes + Docker. Thermal management, memory optimization, boot time reduction across the server portfolio.

📐 Engineering Impact

$17M+ Cumulative Career Impact

Delivered across Cisco and Dell through CI/CD modernization, infrastructure security hardening, hardware review cycle compression, and platform reliability improvements.

MS Computer Science · Binghamton University

Graduate research in distributed systems and systems architecture. Foundation for the SentryNode Gateway routing and circuit breaker design.

9 Years Enterprise Infrastructure

Bare-metal firmware at Dell through global cloud networking at Cisco. The inference governance problem was visible from both ends of the stack before it had a name.