Lewes USA  ·  Dubai UAE Est. MMX  ·  15 years engineered Issue №47

AI‑Native
Product Engineering

Wishtree is a strategic engineering partner for innovation‑driven companies. We architect agentic AI systems, self‑healing infrastructure and predictive operations for enterprises, GCCs and venture portfolios across 40+ countries.

40+
Countries shipped
15yr
In production
120+
Engineers retained
04
Delivery practices
Selected Work  ·  2024 — 2026

Engagements in production.

Each engagement starts with a measurable problem in production and ends with a system the customer's team owns. Six representative briefs below.

Integration cycle time chart
SaaS Integration

AI-Powered Data Integration Engine

Cut integration cycle time by 71% across a Fortune 500 supply-chain client. Connector layer rebuilt around an event mesh; six legacy ETL pipelines deprecated.

Read the brief
Forecast accuracy
Supply Chain

Predictive Inventory Architecture

Forecast accuracy lift of 18 points on a multi-region retail network.

Read the brief
Quote to order timeline
Fintech

Quote-to-Order Automation

Document parsing plus rules engine, 9-day cycle compressed to under 24 hours.

Read the brief
Xactly engagement
Enterprise

Complex Commission Engine

Multi-territory commission model with audit trail and explainability layer, deployed to 4,300 reps.

Read the brief
Global freight analytics
Logistics

Global Freight Analytics

Live telemetry from 18 carriers unified into a single planning surface.

Read the brief
Coupa engagement
Procurement

Intelligent Spend Management for Coupa

LLM-assisted line-item categorization on procurement records; manual coding effort reduced by 64% with audit-ready provenance for every label.

Read the brief
Practice
We engineer competitive advantage by treating AI as the substrate, not the surface.

Wishtree is a 15-year-old engineering studio with offices in Lewes and Dubai. We work as a strategic partner to innovation-driven companies, from venture-backed startups to global enterprises navigating digital transformation.

Our teams ship across product engineering, cloud, data and AI/ML. The work is deliberately full-lifecycle: discovery, architecture, build, deploy, observability, and the unglamorous long tail of running things in production. Pipelines are transparent. Code is reviewed. Compliance and IP posture are tightened in week one.

An AI-Native approach means the model layer is a first-class subsystem from day one, not retrofitted in month nine.

40+ Countries
120+ Engineers
4 Practices
ISO 27001
Capabilities

Four practices, one engineering org.

We resource each engagement out of a single 120-engineer pool. No subcontracted black-box delivery, no off-shore handover lines, no surprise senior-to-junior swaps after kickoff.

01
AI & Data Science
Custom LLMs, retrieval pipelines, evaluation harnesses, agentic workflows. The model layer is built around what your data and your users actually do, not what a demo prefers.
02
Backend Systems
Service architecture, event meshes, observability defaults, predictive autoscaling. Self-healing means caught upstream, not paged at 3 a.m.
03
Frontend & Visualization
Operator-grade interfaces over complex data: command surfaces, density-tuned dashboards, decision-support tooling that respects the workflow it sits inside.
04
Mobile & Edge
Native and cross-platform builds, on-device inference where it matters, telemetry that survives intermittent connectivity.
Field Notes  ·  Customer Imagery

Stills from shipped work.

Branding marks, dashboards, and visualizations from a sample of recent customer programs. Each links back to the engagement brief on request.

Client Records

What the partner side says.

Quotes pulled verbatim from active and former engagements. Names, titles and companies confirmable on request.

Wishtree has moved our company forward for over a decade, managing every web and mobile build from a simple app to a complex proposal tool. Their technical skills make them the ideal partner for any complex, time-sensitive, or high-quality project.
Chuck York
Chuck York
Dir. Product Management, Johnson Supply
They are highly skilled at proactively identifying and solving issues, and excel at presenting well-thought-out options to help us understand our choices. Custom software, web apps, API integration, all handled with care.
Nicole Yankelovich
Nicole Yankelovich
CEO, Envisiture Consulting
Wishtree was pivotal in evolving our platform from a simple web solution into a sophisticated, multi-agent AI system. We view them not just as a technology provider, but as a strategic ally shaping our future.
Randeep Sudan
Randeep Sudan
CEO, Multiverz
Field Insights

Recent writing.

Working notes from our partners and engineers. Long-form where it helps; short where it doesn't.

01
2026

A Practical Guide to Assembling Your Enterprise AI Stack

Strategic frameworks for migrating legacy systems into modern AI-native infrastructure without compromising stability or shipping cadence. Architecture, sequencing, and the migration paths that actually survive contact with production.

HR Tech
02
2026

AI Capital Strategy: Architecting for Equity, Not Efficiency

Why proprietary LLMs and custom datasets shift technology from an operational expense to a balance-sheet asset, and what that means for board-level decisions about where AI investment lives in the org chart.

Insurtech
03
2026

CEO Guide: Autonomous DevOps & Infrastructure

Self-healing architectures and predictive scaling, applied as a cost-of-engineering reduction, not a marketing surface. Failure modes, rollout sequencing, and the metrics that tell you it's working.

DevOps
Start a project

Let's build the system.

Lewes, USA
16192 Coastal HighwayLewes, 19958
Dubai, UAE
JBC 1, JLT, Cluster GDubai, UAE