AI SYSTEMS FOR LEGAL, RETAIL & SAAS TEAMS

We Build AI Systems That Fit Into Your Business — Not Just Chatbots

We connect your customers, your team, your data, and the tools that run your business — customer support agents, knowledge assistants, CRM and workflow automation — built around your real workflows, with escalation and human oversight by design.

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Workflow Automation
Human-in-the-Loop Control
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THE CONNECTIVE LAYER

More Than a Chatbot. The System Behind It

We don't just add a chatbot. We build the connective layer between your customers, your team, your data, and the systems that run your business.

Integrated, Not Bolted On

We connect directly into your helpdesk, CRM, billing, and docs—Zendesk, HubSpot, Stripe, Notion—so the AI works inside your real stack, not beside it.

Controlled by Design

Clear automation boundaries, source-grounded answers, and escalation logic for sensitive, high-value, or regulated requests. The AI knows what it cannot do.

Measurable Outcomes

Every system ties to a number—deflection, response time, conversion, churn risk, or hours saved—surfaced in dashboards your team actually reads.

Practical & Iterative

Built around real workflows, not hype. We launch focused pilots, prove value, then improve with real usage data instead of betting on a big-bang rollout.

THE REAL REASON AI FAILS

Why Standalone AI Widgets Break In Real Operations

Bolted On

A chatbot dropped on the site, disconnected from your tools

Edge Cases

Unclear questions, missing data, permissions, escalations

Abandoned

Wrong answers, no handoff, no system of record updated

The Core Problem

AI fails when it is treated like a standalone widget. Real businesses need systems that understand their data, permissions, escalation paths, and edge cases — and connect to the tools they already run on.

95%
Stay siloed
0
Workflows automated
100%
Manual cleanup
OUR APPROACH

Built Into Your Stack

We Build the Connective Layer

We start with your workflow, set clear automation boundaries, and ground every answer in your approved documents and live business data — then wire it into the tools your team already uses.

OUR ARCHITECTURE
Map the real workflow first
Ground answers in your data
Escalate or route the edge cases
Act across your connected tools
Grounded
On your data
Connected
To your tools
Controlled
With escalation
Measured
On real outcomes
See How We Build It
HOW WE IMPLEMENT AI

Our Implementation Approach

WHAT WE BUILD

AI Systems That Run
Real Workflows.

Not a chat widget. Integrated systems that read and write across your tools, escalate to your team, and turn conversations into action—for legal, retail, and SaaS.

SaaS Support + CRM

Helpdesk to CRM, billing & churn

A trial account opens a ticket: can't connect their billing integration, two days before trial ends.

TYPICAL CHATBOT

Thanks for reaching out! Here's our help doc on integrations. Let us know if that helps.

OUR CUSTOM SYSTEM

Pulled their Stripe and Mixpanel data—integration failed on a permissions scope, and they have not hit activation. Answered with the exact fix, summarized the ticket into HubSpot, flagged the account as churn-risk, and created a follow-up task for their CSM before the trial ends.

✓ Read live data from Stripe + Mixpanel
✓ Answered from product docs and changelog
✓ Summarized the ticket into HubSpot
✓ Flagged churn risk and looped in the CSM
✓ Created a follow-up task before trial expiry

Legal Intake + Documents

Qualify, collect, schedule, file

A new personal-injury lead fills out the website form at 9pm on a weekend.

TYPICAL CHATBOT

Thanks, someone from our team will get back to you during business hours.

OUR CUSTOM SYSTEM

Qualified the matter against the firm's intake criteria, asked the right follow-up questions, requested the police report and medical records, sent a DocuSign engagement letter, booked a consultation, and created the matter in Clio—then queued it for a paralegal to review and approve.

✓ Qualified the lead on firm-approved criteria
✓ Collected matter-specific documents
✓ Sent the engagement letter via DocuSign
✓ Booked the consultation on the calendar
✓ Created the matter in Clio for staff approval

Retail Experience

Catalog, orders, returns & insight

A shopper asks: will these run shoes fit if I'm usually a 9.5, and where's my last order?

TYPICAL CHATBOT

Please check the size chart on the product page, and track your order using the link in your email.

OUR CUSTOM SYSTEM

Checked the catalog—this model runs narrow, so recommended a half-size up—and pulled their order from Shopify: shipped, arriving Thursday via ShipStation. Logged the recurring 'runs small' complaint to the owner's dashboard and triggered a Klaviyo review request for their last delivered order.

✓ Answered sizing from the live product catalog
✓ Looked up the order in Shopify + ShipStation
✓ Reduced a likely return with the right fit
✓ Surfaced the recurring complaint to the owner
✓ Triggered the Klaviyo review and winback flow

Every system starts with an AI workflow audit of the tools you already use.

See How We Work
PILOT-FIRST PROCESS

From Workflow Audit to Systems That Run

No black boxes. No rip-and-replace. We start with a focused audit, prove value on one real workflow, then scale across your team — connected to the tools you already use.

Week 0Free

AI Workflow Audit

No sales pitch. We map where automation can cut manual work, speed up response times, and create measurable ROI across your current tools.

WHAT HAPPENS

0-10 min

You walk us through your workflows and tools

10-20 min

We assess feasibility, data, and escalation needs

20-30 min

Honest go/no-go and a prioritized workflow

YOU RECEIVE

Recorded audit session
Top automation opportunities, ranked
Tool & integration feasibility notes
ROI projection and pilot roadmap
Book AI Workflow Audit
MOST CHOOSE THIS
Weeks 1-4Custom

Build & Integrate First Workflow

We build and connect one high-impact workflow end to end — grounded in your data, wired into your stack, with human review where it matters.

WHAT HAPPENS

Week 1

Workflow discovery and system access

Week 2-3

Build, integrate, and source-ground the workflow

Week 4

Test on real scenarios, then launch with your team

YOU RECEIVE

One live workflow in production (not a demo)
Integrations to your existing tools
Human-in-the-loop review and escalation flows
Performance dashboard and complete source code
Start a Pilot
Weeks 5-16Custom

Scale Across Use Cases

Expand from one proven workflow to a connected system across support, CRM, knowledge, and operations — with governance and analytics built in.

WHAT HAPPENS

Month 1

Roll out additional workflows and integrations

Month 2

Permissions, governance, and accuracy testing

Month 3

Team training, ownership handoff, and tuning

YOU RECEIVE

Connected system across multiple workflows
Permission-aware access and audit trails
AI usage policy and team training
Ongoing tuning with real usage data
Plan Your Rollout

Most clients start with a single workflow pilot.

Low risk, high signal. See a real result in 4 weeks before you scale.

INTEGRATION ECOSYSTEM

We Connect to the Tools Your Team Already Uses

Native apps, APIs, webhooks, or automation middleware — we meet your stack where it is, instead of forcing your team into a new one.

CRM & HELPDESK

HubSpot
Salesforce
Zendesk
Intercom
Freshdesk
Gorgias

RETAIL & ECOMMERCE

Shopify
WooCommerce
NetSuite
Klaviyo
ShipStation
Stripe

LEGAL & DOCUMENTS

Clio
MyCase
Lawmatics
NetDocuments
iManage
DocuSign

AUTOMATION & DATA

Zapier
Make
n8n
Power Automate
Webhooks
Custom APIs
WHAT WE CONNECT

One Connective Layer Across Your Whole Stack

Customer support, CRM, knowledge, billing, and operations — wired together and kept under human control.

CRM & Helpdesk
Ecommerce & Orders
Legal Case Management
Billing & Subscriptions
Knowledge Bases & Docs
Product Analytics
Slack & Teams Assistants
Zapier · Make · n8n
3
CORE INDUSTRIES
50+
TOOLS INTEGRATED
Human
IN THE LOOP
INDUSTRY FOCUS

AI Systems Built for Legal, Retail & SaaS

We go deep in three industries — so we already understand your tools, your edge cases, and where AI must stay under human control.

Legal & Law Firms

40%less time on intake & status updates

Client intake and qualification, matter-specific document collection, and internal knowledge search across templates and prior work — with human review, audit trails, and confidentiality built in.

Intake, qualification & document requests
Drafting support and litigation/contract summaries
Automated matter updates and follow-ups

Clio · MyCase · Lawmatics · NetDocuments · DocuSign

Retail & Ecommerce

24/7support on orders, returns & products

Shopping and support assistants connected to your catalog, orders, and policies — plus review mining and daily summaries that surface complaints, conversion blockers, and inventory issues for the owner.

Product discovery, sizing & recommendations
Order status, returns, exchanges & shipping
Review mining and return-reduction workflows

Shopify · Gorgias · Klaviyo · ShipStation · Yotpo

SaaS

60%of repetitive tickets deflected

Support agents trained on your docs, tickets, and changelogs — with triage, CRM updates, onboarding help, and churn-risk alerts that turn customer conversations into product and revenue intelligence.

Ticket triage, tagging, routing & summaries
Trial onboarding and activation assistants
Churn-risk alerts and CRM automation

Intercom · Zendesk · HubSpot · Stripe · Mixpanel

Ready to Put AI to Work Across Your Real Workflows?

Book a 30-minute AI workflow audit. No sales pitch — we map where automation can cut manual work, speed up response times, and create measurable ROI across the tools you already use.

Pilot-first, low riskNDA available24hr response