Coral Tree.

01 · Coral Tree

AI builtfor momentum.

Coral Tree is an AI consulting and engineering firm. We help organizations at every stage of their AI journey move from idea to production — fast.

Affiliations
MIT
Stanford
University of
Alberta
Apple
Pinterest
Unity
Toptal
AltaML

02 · Philosophy

Every AI challenge has its shape.
We build to fit it.
Meeting you where you are
01

Every stage.

First step into AI, or further down the road. We meet you there.

02

Every layer.

Architecture, training, deployment, and the operations that follow.

03

Every vertical.

Healthcare, legal, finance, ad-tech, and more. The problems rhyme.

03 · How we engage

We advise,
architect,
build, and operate.

Every engagement is different. We let the problem define the scope. Here is where that usually leads.

Strategy

AI Architecture & Opportunity Sprint

A focused sprint to surface the highest-leverage opportunities and the build plan that follows.

Technical Due Diligence

Independent technical review of AI products, teams, and infrastructure — for investors, boards, and acquirers.

Fractional AI Architect

A senior AI architect embedded with your team on a recurring basis, without a full-time hire.

Build

Enterprise RAG & AI Search

Production-grade retrieval systems built on your own documents, data, and institutional knowledge.

AI Workflow & Agentic Systems

End-to-end automations and agentic systems designed around the work your team actually does.

AI Infrastructure & Deployment

Pipelines, evaluation, and observability — to take AI from prototype to dependable production.

See the full scope of services

04 · Foundations

We don't arrive empty-handed.

Years of building have left us with a working library of pipelines, retrieval engines, serving infrastructure, and orchestration tooling. We adapt them to your data and your edges. A few of them, below.

A partial library
Retrieval

Make a decade of internal documents searchable in plain English — contracts, reports, policies, research.

RAG-based retrieval with LLM-powered relevance and synthesis. Tuned for the precision bar of regulated industries.

Applicable across legal, finance, and healthcare.

Codename
Chronicle
Read overview →
Retrieval

Add natural-language search to any profile-based product — talent, creators, properties, listings.

Three layers: multimodal indexing, query understanding, and intelligent retrieval. LLM-planned thematic results with relevance gating.

Deployed across talent, creator, and property marketplaces at scale.

Codename
Scout
Read overview →
Generative

A multi-modal, single-stage generative backbone adaptable to any sequential domain.

A configurable LLaMA-based backbone adaptable to any sequential generative domain, with parallel multi-stream output for structured tasks and natural-language conditioning with segment-level structural awareness.

Validated on multi-stem music generation.

Codename
Melodia
Read overview →
Serving

Serve production AI at scale without overpaying for idle GPUs.

GPU-aware autoscaling with cold-start mitigation, spot-instance integration, and multi-model routing behind a standardized API gateway.

In production serving real-time inference for consumer-facing AI products.

Codename
Forge
Read overview →
Infrastructure

A production-grade AI training and data pipeline — already built, already battle-tested.

Airflow-based orchestration on AWS ECS/EC2 with native inference steps, auto start/stop, and spot-instance support for cost efficiency.

Validated across music, ad-tech, healthcare, and recruiting workloads.

Codename
Meloflow
Read overview →
And the rest

+ more.

Evaluation harnesses, agentic scaffolds, observability layers, fine-tuning toolchains, and client-specific frameworks we can't show publicly.

Explore all foundations →

05 · Who we work with

Every engagement is different.

The scope, the stack, and the starting point are always different. That is the whole point.

Industries

Healthcare · Legal · Finance · AdTech · Hospitality · Recruiting · Publishing · And more.

Compliance

GDPRHIPAAPCI-DSSSOC 2

Starting from zero.

You know AI matters but are not sure where the highest-value entry point is, or what a realistic path to production looks like. We help you figure out what is possible, scope the right first move, and build it.

Hit a ceiling.

Your infrastructure does not scale. Your training pipeline costs too much. Your model performs in testing and fails in production. We come in at the exact layer where things have broken down.

Need one team, not five.

You need a scribe, a document search system, and a recommender. You do not want to manage three different vendors for three pieces of the same AI problem. We cover the full scope, under one roof.

Looking under the hood.

You need to know whether what you are evaluating is technically sound, differentiated from open-source alternatives, and built on a foundation that holds up. We tell you exactly what you are looking at.

06 · Start somewhere

Every AI journey starts
with a conversation.

Bring us the problem. We will bring everything else.

Brief us on what you're building or reach us directly — hello@coraltree.ai