Skip to content
Applied AI · Custom Software · Large-Scale Data

Complex technology.
Simply delivered.

We help organizations solve complicated operational and data problems by building simple, reliable systems tailored to how they actually work.

Global Data Fabric · LIVE
AIGLOBAL DATA FABRICSERVER NODESSECURE PIPELINESAI PROCESSINGEDGE COMPUTING

Global Data Fabric

An animated map of Vanilla Services's architecture: edge computing and globally distributed server nodes connected by secure data pipelines that feed a central AI processing core. Data flows continuously across the network.

INIT_SEQ_01
SYS_T 25.1°C
PIPELINE HEALTH 99.99%
NODES 46 ONLINE
DATA STREAM ACTIVE
LATENCY 16ms
DEMO
Applied AI
Grounded & evaluated
Custom Software
Typed & tested
Large-Scale Data
Calm at scale
01What we do

Three disciplines, one dependable system

We work across applied AI, custom software, and large-scale data — usually together, because the hard problems rarely sit in just one.

MOD_01

Applied AI

Intelligence that fits the workflow.

We apply modern AI where it earns its place — automating judgement-heavy steps, surfacing answers from messy data, and keeping a human in the loop where it matters.

  • Retrieval-augmented assistants over your own data
  • Document & workflow automation
  • Forecasting and decision support
  • Model evaluation, guardrails & monitoring
MOD_02

Custom Software

Systems built for how you work.

Durable, well-tested software tailored to your operation — web applications, internal tools, and integrations that replace spreadsheets and brittle glue with something you can trust.

  • Web applications & internal platforms
  • API design & third-party integration
  • Legacy modernization & migration
  • Automated workflows & event processing
MOD_03

Large-Scale Data

Data infrastructure that stays calm at scale.

Pipelines, warehouses, and streaming systems that move large volumes reliably — turning scattered sources into governed, query-ready data your teams and models can depend on.

  • Batch & streaming pipelines (ETL / ELT)
  • Warehouses & lakehouse architecture
  • Data quality, lineage & governance
  • Vector stores & feature pipelines
02Interactive

The system, up close

The same five modules from the map, laid out as an interactive index. Select one to inspect what it does and the tools behind it.

Pipeline · architecture stream active
  1. 01 · Ingest

    Batch & streaming sources unified at the edge.

  2. 02 · Validate

    Schema, quality, and lineage checks before anything proceeds.

  3. 03 · Transform

    Idempotent, backpressure-aware processing.

  4. 04 · Intelligence

    Grounded models and decision logic — evaluated, monitored.

  5. 05 · Action

    Governed outputs delivered where the work happens.

MODULE · AI01 / 05

Applied AI

Grounded assistants, forecasting, and decision support — evaluated before they ship.

LLM orchestrationRAGEvalsGuardrails
Eval pass rateDEMO
0%
03Technology

The right tool for the problem

We're deliberately polyglot. The best system is the simplest one that solves your problem and that your team can operate — so we choose the language and platform to fit, never the other way round.

Languages

  • Python
  • TypeScript
  • Rust
  • Go
  • SQL
  • Bash

Backend & APIs

  • Node.js
  • FastAPI
  • Django
  • Axum (Rust)
  • gRPC
  • GraphQL
  • REST

Frontend

  • React
  • Next.js
  • React Native
  • Tailwind CSS

Applied AI

  • LLM orchestration
  • RAG
  • PyTorch
  • Hugging Face
  • Vector DBs
  • Evals & guardrails

Data & Streaming

  • PostgreSQL
  • Kafka
  • Spark
  • dbt
  • Airflow
  • Warehouse / Lakehouse

Cloud & DevOps

  • AWS
  • GCP
  • Docker
  • Kubernetes
  • Terraform
  • CI/CD
  • Observability

Not every tool for every job — just the kit we reach for most. If your problem needs something we haven't listed, we learn it.

04Business outcomes

What clients actually get

The point of the technology is the outcome. We measure success by the operational change, not the architecture diagram.

Fewer moving parts

We remove systems more often than we add them. Simple is cheaper to run and easier to trust.

Answers, not dashboards

Decisions get faster because the data is correct, current, and one query away.

Operable by your team

Every system ships with docs, tests, and monitoring so it stays healthy after we hand it over.

Illustrative outcomesDEMO
0%
Manual steps removed
typical automation engagement
0.0×
Faster to an answer
vs. prior reporting flow
0.00%
Pipeline uptime target
designed & monitored
0 wks
To first production system
median for scoped builds

Figures above are demonstration placeholders illustrating the kind of change we aim for — not audited results. Real, verifiable outcomes are shared per engagement.

05Selected work

Selected work

Anonymized to respect client confidentiality. Details available under NDA.

LogisticsCASE · LOG

Demand forecasting across 400+ locations

Problem
Regional teams planned inventory from stale spreadsheets, causing overstock and stockouts.
Approach
A streaming data platform feeding a forecasting service, surfaced through a simple planning tool operators actually use.

Planning cycle cut from days to minutes; stockouts materially reduced.

Large DataApplied AICustom Software
Healthcare OpsCASE · CLI

Retrieval assistant over clinical documents

Problem
Staff spent hours searching scattered PDFs and policy documents for answers.
Approach
A grounded, cited retrieval assistant with strict access controls and an evaluation harness for accuracy.

Answer time reduced from minutes to seconds, with traceable sources.

Applied AICustom Software
FinTechCASE · FIN

Reconciliation pipeline for a growing ledger

Problem
Nightly reconciliation broke under volume and produced silent mismatches.
Approach
An idempotent, observable pipeline with automated reconciliation checks and clear failure alerts.

Reconciliation made reliable at 10× volume with full lineage.

Large DataAutomation
OperationsCASE · OPS

End-to-end back-office automation

Problem
A manual, error-prone chain of approvals slowed every customer onboarding.
Approach
An event-driven workflow with human checkpoints only where regulation required them.

Onboarding time cut sharply; error rate approached zero.

AutomationCustom Software
06How we work

How we deliver

A short, legible path from difficult problem to dependable system.

  1. 01

    Discover

    We map the real problem, the constraints, and what 'done' looks like — before writing code.

  2. 02

    Design

    The simplest architecture that meets the need, chosen for what your team can operate.

  3. 03

    Build

    Small, tested increments shipped continuously, with you in the loop the whole way.

  4. 04

    Prove

    Evaluation, load, and security checks against agreed targets before anything goes live.

  5. 05

    Operate

    Monitoring, documentation, and a clean handover so the system stays healthy without us.

07Trust & security

Trust & security

Security is a property of the system, not a checkbox at the end. It is designed in from the first commit.

Least-privilege access

Scoped credentials, audited access, and secrets kept out of code by default.

Data governance

Clear ownership, retention, and lineage so you always know where data lives and moves.

Encryption in transit & at rest

Modern TLS and encrypted storage across every service we operate.

Tested & monitored

Automated checks in CI and continuous monitoring in production, with alerting on drift.

Your infrastructure, your keys

We deploy into your accounts where you prefer. You retain ownership and control.

Documented & auditable

Architecture, decisions, and runbooks written down — ready for review and handover.

Specific compliance frameworks are scoped per engagement. We support your existing obligations rather than claim generic certifications.

DEMO
  • ingest.stream ▸ ok
  • vector.index ▸ synced
  • eval.suite ▸ 100% pass
  • pipeline.reconcile ▸ balanced
  • api.gateway ▸ 12ms p50
  • model.guardrails ▸ enforced
  • warehouse.compaction ▸ done
  • backups.snapshot ▸ verified
  • ingest.stream ▸ ok
  • vector.index ▸ synced
  • eval.suite ▸ 100% pass
  • pipeline.reconcile ▸ balanced
  • api.gateway ▸ 12ms p50
  • model.guardrails ▸ enforced
  • warehouse.compaction ▸ done
  • backups.snapshot ▸ verified

Bring us the difficult problem.

Tell us what is slow, fragile, or impossible today. We'll tell you honestly whether we can make it simple.

We reply to every serious enquiry within two business days. · Admin@VanillaServices.org