Fixed-Outcome AI Engineering Studio

AI demos are easy.
Production
is where startups die.

Sygnus Digital engineers production-grade AI systems for startups and scale-ups — on a fixed-scope, fixed-outcome contract.

Scope a project See our services

90 Days to production avg.

100% IP ownership transferred

6 Engineering disciplines

0 Hour-billing. Outcomes only.

# Sygnus Digital — Outcome Specification
# We engineer to YOUR success criteria.

from sygnus import OutcomeContract

contract = OutcomeContract(
  product="AI-powered legal document review",
  accuracy_target=0.94,
  latency_p99="<1.8s",
  timeline="75 days",
  ownership="100% client",
)
contract.execute() # ✓ guarantee active

// every engagement starts with a signed outcome specification.

What we build

Six engineering services.
One outcome promise.

Every engagement is structured as a fixed-scope, fixed-outcome contract. You define success. We engineer to it.

01 / 06

Architecture Sprint

2 weeks · Entry engagement

Before you build anything, you need to know exactly what to build and how. We dive deep into your product vision, data landscape, and technical constraints — then deliver a production blueprint you can execute with confidence.

Deliverables

AI system architecture diagram

Stack recommendation with rationale

Data pipeline design

Build vs. buy analysis

Outcome specification document

02 / 06

MVP AI Build

30–45 days · Investor-ready

A working, demo-ready AI product built to a defined performance specification. Not a prototype — a real system you can show investors, customers, and partners without embarrassment.

Deliverables

Functional AI product (web or API)

Core ML pipeline

Basic evaluation framework

Cloud deployment on your infra

Full codebase + documentation

03 / 06

Production AI Engineering

60–90 days · Scale-ready

Full production build from architecture to deployment. Handles real users, real data volumes, and real failure modes. Includes a 90-day warranty on every outcome metric.

Deliverables

Production-hardened AI system

CI/CD pipeline + testing suite

AI evaluation & monitoring dashboard

Runbook + incident playbooks

Team handover + knowledge transfer

04 / 06

Agentic AI Systems

45–75 days · Autonomous AI

Multi-agent systems that take actions, not just generate text. We architect and build autonomous AI workflows with tool use, planning, memory, and human-in-the-loop guardrails.

Deliverables

Multi-agent orchestration system

Tool and API integrations

Memory and state management layer

Human-in-the-loop review flows

Agent evaluation test harness

05 / 06

AI System Rescue

30-day assess + rebuild

Your AI project is over budget, behind schedule, or simply not working. We run a ruthless diagnostic in 2 weeks, then execute a structured rebuild with a clear outcome target.

Deliverables

Root cause analysis report

Prioritized rebuild roadmap

Re-architected core system

Performance recovery evidence

Post-mortem + prevention guide

06 / 06

Dedicated Engineering Squad

Monthly retainer · Post-launch

A dedicated team of 3–5 AI engineers embedded in your roadmap. Continuous iteration, new feature engineering, model improvement, and system optimization. Monthly outcome targets, not hours billed.

Deliverables

Committed sprint deliverables

Model performance reports

System health dashboard

Monthly outcome review call

No lock-in — 30-day exit clause

How we work

Engineering precision
from day one.

Every engagement follows the same rigorous framework. No discovery marathons. No scope creep. No surprises at delivery.

Week 1–2 · Discovery

Outcome Definition Workshop

Before writing a single line of code, we spend two focused weeks understanding your product, your data, and your success criteria. We ask uncomfortable questions, pressure-test your assumptions, and identify the risks others miss. This ends with a signed Outcome Specification — the contract that governs everything.

What you get

Signed Outcome Specification document

Technical risk register

Data readiness assessment

Fixed price, fixed timeline quote

Week 2–3 · Architecture

AI System Design

We design the full AI architecture before touching code. Which models, which orchestration pattern, how data flows, where latency risks live, how evaluation will work. You review and approve. This document eliminates the most common failure mode: building the wrong thing perfectly.

What you get

System architecture diagrams

Stack and tooling decisions

Data pipeline blueprints

Evaluation framework design

Week 3 to delivery · Build

Engineering Sprints

Focused 2-week sprints with weekly demos. You see real progress — not status updates. Every sprint ends with a working, testable increment. We run continuous evaluation against the Outcome Specification throughout. No surprises at delivery.

What you get

Weekly working demos

Sprint performance reports

Continuous eval dashboards

Slack access to your squad

Final 2 weeks · Hardening

Production Hardening & QA

We do not ship until the Outcome Specification is met. Load testing, edge case coverage, evaluation benchmarking, security review, and performance validation against every criterion in the signed contract. This phase is non-negotiable.

What you get

Load and stress test results

Outcome validation report

Security assessment

Performance benchmark evidence

Delivery + 90 days · Handover

Full Ownership Transfer

Complete handover of all code, models, data pipelines, documentation, and operational runbooks. We run your team through live sessions until they are confident owning the system. You get 90 days of warranty support post-delivery. Then it is entirely yours.

What you get

Full codebase + model artifacts

Runbooks + architectural docs

Team training sessions

90-day warranty period

Industries we serve

Deep vertical expertise.
Not generalist AI.

We build AI systems in domains where the stakes are high and generic solutions fail.

Legal & Contract Intelligence

Document review automation, contract analysis, case research systems, and legal workflow AI for legal tech startups and law firms.

RAG Document AI LLM Extraction

Healthcare & Clinical AI

Clinical decision support, medical imaging AI, patient triage systems, and health data intelligence. HIPAA-compliant from day one.

Vision AI NLP HIPAA Prediction

FinTech & Financial AI

Fraud detection systems, risk scoring models, document intelligence for financial products, and algorithmic decision support.

ML Models Risk AI Real-time Compliance

Supply Chain & Logistics

Demand forecasting, anomaly detection, intelligent routing optimization, and warehouse automation AI for operations-heavy businesses.

Forecasting Optimization IoT AI Agents

eCommerce & Retail AI

Personalization engines, visual search, intelligent product discovery, dynamic pricing, and customer behavior prediction systems.

Recommendation Vision Personalization

EdTech & Knowledge AI

Adaptive learning systems, AI tutors, knowledge graph construction, assessment automation, and curriculum intelligence platforms.

Knowledge Graph Agents RAG

SaaS Product AI

Embedding AI capabilities into existing SaaS products — copilots, intelligent features, usage analytics, and automated workflows at scale.

Copilots APIs Integration Scale

Deep Tech & Research AI

Scientific data analysis, lab automation, research synthesis, experimental design AI, and turning academic models into production products.

Multimodal Custom Models Fine-tuning

Why Sygnus Digital

What you get
that nobody else offers.

CriteriaOthersSygnus Digital

Contracts Time & materials Fixed outcome

Accountability Hours billed Results delivered

IP Ownership Varies 100% yours always

Specialization General tech AI systems only

Post-delivery More consulting 90-day warranty

Failure risk Yours Shared with us

Outcome Specification Contracts

Every engagement starts with a signed performance specification. Accuracy targets, latency SLAs, throughput requirements, and business metrics — defined and contractually binding before we write a line of code.

Compound AI Systems Expertise

We specialize in orchestrated AI — multiple models, agents, retrieval systems, and tools working in concert. This is the architecture behind every serious AI product being built today.

Full Handover, Complete Ownership

Every line of code, every model artifact, every data pipeline, every documentation page is yours. We have no interest in locking you in. Our business model depends on building things that work.

Skin in the Game

Our fees are structured with a performance component. When your AI system hits the outcome targets, we earn our full fee. We only win when you win. This is a partnership model, not a consulting model.

Startup-Calibrated Speed

Our engagement timelines are designed for startup reality — 30, 60, and 90-day tracks designed to meet investor milestones, product launches, and enterprise pilot deadlines.

Technology

Tool-agnostic.
Outcome-obsessed.

We choose the right tools for your outcome specification — not the ones we happen to know. Every decision is documented and justified in your architecture review.

OpenAI GPT-4o Anthropic Claude Google Gemini LangChain / LangGraph LlamaIndex AWS Bedrock Pinecone / Weaviate Python / FastAPI Kubernetes Apache Airflow MLflow / W&B React / Next.js RAGAS Evaluation Azure OpenAI Google Vertex AI pgvector Qdrant PyTorch HuggingFace Terraform dbt Prefect Arize AI Langfuse Ollama / vLLM Open-source LLMs Fine-tuning pipelines Braintrust

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AI demos are easy.
Production
is where startups die.

Three distinct practices.
One engineering standard.

The AI engineering gap
is costing startups everything.

Six engineering services.
One outcome promise.

Engineering precision
from day one.

Deep vertical expertise.
Not generalist AI.

The Sygnus Outcome Guarantee

What you get
that nobody else offers.

Tool-agnostic.
Outcome-obsessed.

Tell us what
production looks like
for your AI product.

AI demos are easy. Production is where startups die.

Three distinct practices. One engineering standard.

The AI engineering gap is costing startups everything.

Six engineering services. One outcome promise.

Engineering precisionfrom day one.

Deep vertical expertise.Not generalist AI.

The Sygnus Outcome Guarantee

What you get that nobody else offers.

Tool-agnostic.Outcome-obsessed.

Tell us what production looks like for your AI product.

AI demos are easy.
Production
is where startups die.

Three distinct practices.
One engineering standard.

The AI engineering gap
is costing startups everything.

Six engineering services.
One outcome promise.

Engineering precision
from day one.

Deep vertical expertise.
Not generalist AI.

What you get
that nobody else offers.

Tool-agnostic.
Outcome-obsessed.

Tell us what
production looks like
for your AI product.