Groundtruth, LLC

AI agents · Audio DSP · Geospatial systems

Every model needs
a ground truth.

Groundtruth builds the AI agents, systems, and custom software that hold up when they meet the real world — with deep specialization in audio and mapping.

ground truth /noun/

The measured, verified reality a model is judged against. In mapping, it’s the survey on the ground that calibrates what the sensor sees. In machine learning, it’s the correct answer the system is held to. We build toward it on purpose.

FIELD 01–03 · What we do

Three capabilities, one standard of proof.

AI Agent Development

Agents that do the work, not just answer questions. We design, build, and evaluate autonomous and assistive agents wired into your real tools and data — with the evaluation harness to prove they actually work.

  • Tool-using & retrieval agents
  • Evaluation & guardrails
  • Production deployment

Business & Systems Design

Before the code, the map. We model how your operation actually runs, find where the work breaks, and design the systems and architecture that make the next ten years cheaper than the last.

  • Process & data modeling
  • Systems architecture
  • Technical strategy

Custom Software

Specialized engineering for the hard domains. Signal processing, spatial data, and the software that turns sound and geography into something you can act on — built to last and built to ship.

  • Audio & DSP systems
  • Geospatial & mapping
  • Full-stack delivery

Where we go deep

Sound and geography are
measurement problems.

Most teams treat audio and mapping as edge cases. We treat them as home ground. Both come down to the same discipline — turning a noisy real-world signal into a verified, usable answer.

Audio

Turning sound into a verified signal — real-time, multi-channel, and accountable at scale.

  • Real-time diarization & speaker ID
  • Acoustic event detection
  • Low-latency DSP & filtering
  • Transcription & forced alignment
  • Multi-channel & spatial audio
  • Noise suppression & enhancement
  • Streaming inference pipelines
  • Evaluation & ground-truth labeling

Mapping

Turning geography into something you can query, route, and trust — from raw sensor to rendered tile.

  • Geospatial ETL pipelines
  • Sensor fusion & georegistration
  • Vector & raster tile serving
  • Spatial analysis & routing
  • Coordinate systems & datums
  • Real-time telemetry & tracking
  • Imagery & point-cloud processing
  • Interactive cartographic UIs

Selected work

Systems we’ve taken
to production.

  1. Searchable video, frame by frame

    An ingestion-to-search pipeline that tags every frame and lets users find any moment in plain language — turning raw video archives into a queryable index.

    • Computer vision
    • Frame-level tagging
    • Natural-language search
    • Vector retrieval
    • Streaming ingestion
  2. A support agent that learns the account

    An end-to-end customer support agent that resolves real tickets, adapts to each account, and gets sharper from every conversation it closes.

    • Tool-using agent
    • Personalization
    • Continuous learning
    • Eval & guardrails
    • CRM integration
  3. Pipelines that score and route themselves

    Orchestrated Airflow data pipelines with model-driven scoring and routing, so every record takes the right path automatically — observable and dependable at scale.

    • Apache Airflow
    • Orchestration
    • ML scoring
    • Dynamic routing
    • Observability

The practice

Engineering depth, at the
scale the work demands.

Groundtruth fields senior, multi-disciplinary teams across AI, systems, and signal engineering — embedded alongside the people who own the problem. We ship production systems at scale, not prototypes and not a deck of promises.

The name is a commitment. Every model, map, and system we build is held to a verified reference. If it can’t be checked against reality, it isn’t done.

Get your bearings

Tell us about the territory.

Send the problem, the constraints, and the deadline. We’ll tell you honestly whether we’re the right team for it.