TECHNOLOGY & ENGINEERING
Production agentic systems. Not demos.
Seven horizontal engineering capabilities that underpin every engagement.
THE NETWORK
How the pieces connect.
Tap any node to see the role it plays in a NeoAistriq system.
Legend, example tools per layer (illustrative, not required)
- Reasoning
- Claude · GPT · Gemini · open-weight
- Orchestration
- LangGraph · Temporal · n8n
- Connectors
- MCP servers · REST/GraphQL adapters
- Commerce
- Shopify · BigCommerce · marketplace feeds · custom storefronts
- CRM
- HubSpot · Salesforce · Zoho · your existing CRM
- Data & identity
- Postgres · Supabase · RDS · your warehouse
IN PLAIN TERMS
If you're a buyer, not an engineer, read this first.
Everything below this section is written for technical evaluation. Here is the same thing in one paragraph and four definitions.
We plug your customer conversations into the systems that run your business, then let software decide what to do about each one. Reading the channels, matching the person to a record, judging what they need, and taking an action, those four things stop being somebody's morning routine. The words below are just the names of the parts that make that safe and repeatable.
- Agentic
- Software that decides and acts on its own within limits you set, not a chatbot waiting to be asked.
- MCP connector
- A standard plug between an AI system and a tool you already pay for, a community platform, a CRM, a storefront, or an internal API.
- Identity graph
- Matching the same customer across Discord, email, and your CRM so their history is one story, not four.
- Orchestration
- The traffic control that decides which step runs next, remembers context, and handles what fails.
01
MCP Connector Engineering
We build and maintain a library of Model Context Protocol connectors across community, CRM, commerce, and creator platforms.
02
Multi-Agent Orchestration
Graph-based stateful agent networks, built on LangGraph, Temporal, or the workflow engine you already run. Not demos: production systems that handle branching, memory, and failure.
03
Data & Identity Engineering
Unified identity graphs, community-to-CRM pipelines, and cross-platform audience unification.
04
AI Governance & Assurance
Every deployment includes evaluation frameworks, observability, and compliance review. Not optional.
05
AI Product Engineering
Rapid prototyping, custom agentic UIs, and autonomous micro-applications.
06
Models & Agent Orchestration
Model evaluation, selection, and vendor-neutral routing, via a gateway such as OpenRouter or direct provider APIs, for production cost efficiency.
07
Platform Modernization
Headless CRM/ERP architecture, legacy replatforming, and schema normalization.
REUSABLE DELIVERY IP
What we bring on day one.
Every engagement starts from our own library, frameworks, connectors, agent templates, and test harnesses we have already built and hardened. You are not paying us to invent the parts that repeat. Note what this is not: nothing here is a product you licence. It is our accelerator layer, deployed into your stack and handed over with the code.
Signal-to-Action Framework
Our reference architecture for turning unstructured community conversation into a scored, routed, CRM-visible action with a human checkpoint.
What it saves you
Removes the blank-page architecture phase, week one starts from a known-good shape.
Connector Library
Pre-built, tested MCP connectors and adapters for the common community, CRM, and commerce systems, Discord, Slack, HubSpot, Shopify, Stripe, and Patreon among them, plus a pattern for wiring anything else, including internal APIs. Auth, rate-limit, and retry handling are already solved.
What it saves you
Days of plumbing per integration, and the failure modes you'd otherwise find in production.
Identity Resolution Kit
Matching logic, confidence scoring, and merge/unmerge tooling for reconciling the same person across channels into one record.
What it saves you
The hardest, least glamorous part of any community build, already written and tested.
Agent Templates
Parameterised agent definitions for the roles that repeat: triage, qualification, catalog enrichment, escalation, and summarisation, each with tool scopes and guardrails.
What it saves you
New agents are configured against your data, not written from scratch.
Evaluation Harness
Golden-set test suites, regression gates, cost budgets, and tracing wired into CI so behaviour is measured before it ships.
What it saves you
Turns 'it seemed to work in the demo' into a number you can hold us to.
Catalog Legibility Model
Our schema and enrichment method for making product data answerable by AI buyers, attributes, relationships, and structured feeds.
What it saves you
A defined target state for Agent-Ready Commerce instead of an open-ended data project.
Readiness & Delivery Method
The four-dimension maturity assessment, stage-matched scoping, and fixed-price engagement shapes that make timelines predictable.
What it saves you
Scope arguments. You know the stage, the price, and the 30–60 day outcome before we start.
You keep everything we deploy. Our IP is the head start, not a lock-in.
READY TO APPLY THIS?
Find the entry point that fits your stack.
Not every business needs the same capability first. Our fit check matches your signal, systems, and maturity to the right flagship and starting package.
“No vendor partnerships. No certifications that compromise recommendations. We pick the right tool for your architecture.”
STACK REFERENCEWhat we reach for, and why.Show the layersHide the layers
Tooling-agnostic by design.
Named tools are hardened examples of what we have already run in production, not the only systems we support. We select per-engagement, typically the tools you already own.
One canonical stack reference, organised by layer, 40+ products we have already hardened in production.
Email me the framework
Want this in writing before you talk to anyone?
We'll email you the NeoAistriq Readiness Framework as a branded PDF, the four stages, the five dimensions we score, and what each one costs to fix. No sequence, no call booked on your behalf.
One email with the framework. No sequence, no call scheduled on your behalf.
NEXT STEP
Pick the right entry point
Technology is the enabler. The question is where your business should start. Answer four questions and we'll recommend the flagship, package, and first step.