AI Transformation Services

Your problem doesn't fit a box
Neither does our solution

When a pre built suite isn't enough, we build from scratch, custom agentic AI engineered for your exact operation. Problem first. In production within 6–8 weeks.

Built on LangGraph
Any LLM
Your stack, your data
6 - 8 weeks to production
Suite vs custom

How do you know which path is right?

Our pre-built suites cover the most common enterprise AI problems. Custom AI transformation is for everything else.

Pre-built Suite

Start with a Sash.Ai suite if…

Your problem fits one of five functions

Voice Agent, Finance operations, Business intelligence, Legal billing or Education - deployed in 6–8 weeks, fully configured for your context.


  • You need production AI fast, without a full build cycle
  • Your problem maps clearly to one of our five suite areas
  • You want pre-built depth - not a blank-sheet build
Bespoke & Custom
Custom AI Engineering

Choose AI Transformation if…

Your problem is specific, complex or cuts across functions

Bespoke agents, built from scratch on LangGraph, engineered around your exact workflow - not adapted from a standard template.


  • You have a workflow that doesn't map to a standard suite
  • You need deep integrations with legacy or proprietary systems
  • You want to extend an existing Sash.Ai suite with new capability
Who this is for

Three reasons clients come to us for custom AI

If you've already considered the suites and need something beyond them, this is the conversation.

Your problem is specific

A workflow, process or system that doesn't fit a standard suite. You need agents built around your exact logic and not adapted from someone else's.

You need deep integrations

Complex integrations across legacy systems, proprietary databases or industry-specific platforms that require custom engineering and not off-the-shelf connectors.

You want to extend a suite

You're already running a Sash.Ai suite and want to extend it to add new agents, new workflows and new functions beyond the suite's standard scope.

How we work

From problem to production - four stages

Every engagement follows the same discipline. No surprises, no moving goalposts.

01Week 1–2

Discover

We map your problem, data, systems and constraints. We understand your operation fully before we write a single line of code.

Phase 1
02Week 2–3

Design

We architect the agent system: logic, orchestration and integration points. You approve the design before build begins.

Phase 2
03Week 3–6

Build

We build in production, not a sandbox. Custom agents on LangGraph, full orchestration, integrated with your stack and tested on real data.

Phase 3
04Week 6–8

Deploy

Live in your environment. Full handover, documentation and your choice of ongoing support: retainer or subscription.

Phase 4
What you get

Purpose-built intelligence and not a wrapper

Every system we build is engineered from the ground up. No off-the-shelf prompts, no ChatGPT wrapper, no template.

Custom multi-agent system

Built on LangGraph - full control over agent logic, memory, routing and orchestration. Purpose engineered for your exact workflow.

Any LLM, no lock-in

OpenAI, Anthropic, Azure, AWS Bedrock - we use the best model for the job. Never tied to one vendor's roadmap or pricing.

Deep system integration

Native connectors into your existing stack - ERP, CRM, databases, APIs, legacy systems. Agents that actually plug into how you operate.

Production-grade from day one

We build for production, not proof of concept. Security, scalability and reliability are engineered in - not bolted on after.

Deployment

Two ways to run it

You choose the model that fits your data sovereignty and commercial requirements.

Client-hosted

In your environment

We deploy into your infrastructure. Your data never leaves your servers. Ongoing monthly support to maintain and evolve the system with you.

Best for

regulated industries, data sovereignty requirements, enterprises with existing cloud infrastructure.

Sash.Ai-hosted

Subscription model

We host and manage the system on a fixed monthly subscription. No infrastructure overhead on your side, faster to spin up and easier to scale.

Best for

speed, simplicity, teams without dedicated cloud infrastructure.

Tell us your problem.

We'll tell you exactly how we'd solve it and how fast.

Need help? Ask Sash