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Observability & Orchestration for Physical Systems

The intelligence
layer for
physical R&D.

Unify systems. Orchestrate with intelligence.

Built for aerospace · robotics · advanced manufacturing
Test footage · SEDS UCSD × Dispatch (YC)

Physical infrastructure generates the most consequential data in engineering. It is also the least accessible.

The Problem

The infrastructure gap in physical R&D

Engineering teams running physical tests operate without a coherent software layer. The result is fragmented data, manual workflows, and no path toward automation or AI-driven action.

Instruments without a common layer

Every DAQ system, sensor interface, and instrument vendor operates in isolation. No shared system model — just cables, configs, and institutional memory.

Data without context or trust

Raw measurements leave the test bench stripped of meaning. No calibration state. No provenance. No configuration linked to the record. Data that cannot be queried, compared, or trusted.

Workflows that don't scale

Procedures live in documentation, not software. Every test campaign is unique. Nothing transfers. Nothing automates. The most skilled engineers spend hours moving CSVs.

Propulsion test stand setup with instrumentation and support hardware

The Platform

One layer. Across your entire physical infrastructure.

Physical Layer

Sensors & Transducers DAQ Instruments Control Systems Test Equipment

Daqstra Platform

System Graph Observability Engine Orchestration Runtime Integration APIs

Downstream

Analysis & Reporting AI / ML Pipelines Real-time Decisions Agentic Workflows

Core Capabilities

From raw signals to intelligent systems

System Graph

Infrastructure-as-code for physical systems

Model your devices, sensors, signals, and configurations as versioned, reusable software assets. Know what's connected, how it's configured, and how it's changed — across every test campaign and hardware revision.

Explore System Modeling

Observability

Data that carries its own meaning

Every measurement Daqstra streams includes units, calibration state, test configuration, and full provenance — self-describing from capture to analysis. Query, compare, and debug with certainty across campaigns.

Explore Observability

Orchestration

From monitoring to closed-loop operation

Define workflows that respond to live system state. Trigger actions based on real conditions. A safe, controlled path from passive monitoring toward autonomous physical operation.

Explore Orchestration
Aerospace First deployment domain
Multi-vendor Heterogeneous hardware stack unified
Live campaigns Production deployments

Why We Built This

Built from real test environments.
Not from slides.

The Daqstra team comes from live test programs — engine test cells, aerospace ground systems, and high-speed data acquisition campaigns where existing tools failed in production. We built Daqstra because we needed it ourselves.

  • Validated in live aerospace propulsion test campaigns
  • Built by engineers who ran the tests
  • Deployed across heterogeneous hardware stacks
  • External partner campaigns supported from day one
"We ran the tests. We hit the limits. We know exactly what breaks at 2 AM the day before a static fire. We built Daqstra on this foundation."
Ishan Duriseti, Co-founder — from aerospace propulsion test operations

Case Study

Aerospace · Heat Shield Testing All case studies

How a university rocketry team ran an industry-standard test for a YC-backed startup

SEDS UCSD used Daqstra to run a full static fire campaign for Dispatch — a Y Combinator–backed company developing thermal protection systems. Daqstra handled sensor orchestration, valve sequencing, and contextualised data logging throughout. When an alcohol fire damaged hardware mid-campaign, preserved data enabled root-cause analysis within hours and the team rebuilt and retested on schedule.

Industry-standard Test procedures delivered by a student team
Root cause in hours Post-incident analysis from preserved data
YC partner First live deployment with an external customer
Read the full story

Programs exploring Daqstra

Early conversations in progress.

Physical systems deserve
better infrastructure.

If your team runs real hardware, real tests, or real-time physical operations — we want to talk. Daqstra is built for teams that need more than dashboards.