Building In Public

Honesty is the New Scalability.

We are an early-stage engineering firm. We don't hide behind legacy statistics. We build highly measurable, secure automation systems and case studies in public.

Interactive Estimator

Estimate Your Automation Yield

Calculate the annual hours and capital your team recaptures by automating manual operations.

12
1 FTE50 FTEs100 FTEs
15 hrs
1 hr20 hrs40 hrs
$35/hr
$10/hr$80/hr$150/hr
* Calculated assuming 52 operational weeks per year. Average manual processes take 15–20 hours/week in data entry and email chasing.

Your Annual Recovery Yield

Time Recaptured
9,360 hours / year
Capital Reallocated
$327,600 / year
By building custom integrations with Lionize, you reallocate this capital into product engineering and core sales.
Early Wins

Validated Lab Results

40+ Hours/Week

Capacity Recaptured

For a mid-sized logistics broker, we automated the 'Shipment Status Update' loop, removing manual email chasing entirely.

3x Volume

Scale Without Hiring

Supported a Fintech startup's 300% transaction growth month-over-month without adding a single support agent.

100% Accuracy

Data Integrity

Eliminated copy-paste errors in invoice processing for an Ed-Tech platform by implementing structured LLM extraction.

Interactive Workflows

Active Automation Playbooks

Real-world blueprints demonstrating how we bridge disjointed applications with intelligent data pipelines.

Logistics & Supply Chain

Logistics Dispatch Automation

Operations
Manual Flow (Before)

Staff open PDF emails, manually type addresses/SKUs into ERP, call drivers.

Automated Flow (After)

AI extracts data from PDFs, validates SKUs via API, creates ERP order, and alerts drivers via WhatsApp.

Orders processed in < 30s. Saves ~25 hours/week for a 50-truck fleet.

Fintech & SaaS

SaaS Financial Reconciliation

Finance
Manual Flow (Before)

Exporting CSVs from Stripe/Bank. Manually matching rows in Excel. Delayed month-end close.

Automated Flow (After)

Python script pulls live feeds, fuzzy matches transactions, and syncs to Xero/QuickBooks.

Real-time P&L visibility. Month-end close reduced from 5 days to 4 hours.

Ed-Tech & Real Estate

Lead Qualification Agent

AI Agents
Manual Flow (Before)

Sales reps call hundreds of junk leads. 70% go unanswered. High CAC.

Automated Flow (After)

AI Agent chats via WhatsApp/Email immediately, qualifies intent, and books meetings for Reps.

Instant response time. 30-50% increase in demo bookings.

IT Services & Agencies

Internal Knowledge Bot

AI Agents
Manual Flow (Before)

New hires ask repetitive questions in Slack. Senior staff distracted constantly.

Automated Flow (After)

Vector-RAG bot searches Notion/Drive/Wiki and answers questions with citations.

Instant self-serve support. Saves 2-3 hours per employee/month.

Compliance & Operations

GST & E-Invoicing Parser

Finance
Manual Flow (Before)

Finance team manually matches tax bills, double-checks GSTIN portals, manually updates books.

Automated Flow (After)

Automated OCR parses e-invoices, checks validity via government APIs, matches purchase orders automatically.

Zero invoice processing backlog. Reduced validation time by 90%.

E-commerce & Support

Customer Support Escalation Routing

Operations
Manual Flow (Before)

Tickets sit in inbox queue, manually forwarded by supervisors. Over 6 hours delay.

Automated Flow (After)

LLM classifies ticket complexity, routes priority issues directly to specialized technicians, drafts draft replies.

Average first-response time down to 12 minutes. Customer CSAT up to 4.8/5.

Case Studies

In-Development Success Stories

Full operational breakdowns including system architecture blueprints and actual ROI calculations.

Target Release: Q1 2026
In Sandbox

Logistics

Autonomous Dispatch Routing

In Sandbox

Ed-Tech

Student Onboarding AI Agent

In Sandbox

Finance

Compliance Doc Parser

In Sandbox

Internal Ops

Self-Healing CRM Sync

Our Framework

Rigorous Implementation

How we plan, validate, deploy, and scale automation structures with zero system risk.

01
Mapping human labor costs

Identify Friction & Bottlenecks

We deep-dive into your existing workflows. We identify repetitive tasks (copy-pasting, routing, matching) where humans act as manual API bridges.

Hardened and validation-locked

How We Measure Success

01

Time Velocity

We don't count "tasks". We measure the reduction in end-to-end process time. If an invoice takes 4 days to approve manually, and our agent does it in 4 minutes, that is the metric that matters.

02

Error Rate Reduction

Manual data entry has a 2-4% error rate. Our validation scripts aim for <0.1%. We track every exception and failed run to iteratively harden the system.

03

Employee Sentiment

Automation shouldn't scare your team; it should liberate them. We survey internal teams before and after implementation to ensure the "busywork" we removed was actually the work they hated most.

Be Our Next Success Story

We are looking for bold partners to build case studies with. Get early access pricing and white-glove engineering support.