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AI-Driven Data Engineering

Eliminate your
Modernization Gap.

We are a high-velocity Data Engineering consultancy specializing in AI-Driven Cloud Cost Recovery and Infrastructure Integrity — at a speed and price point traditional agencies cannot match.

20%
Of cloud budgets lost to modernization gaps
10K+
Metadata signals analyzed per audit
Cloud Data Engineering AI-Driven Audits Infrastructure Integrity Cloud Cost Recovery Data Modernization Schema Drift Detection PII Exposure Analysis Semantic Analysis BigQuery · Looker · Tableau Cloud Data Engineering AI-Driven Audits Infrastructure Integrity Cloud Cost Recovery Data Modernization Schema Drift Detection PII Exposure Analysis Semantic Analysis BigQuery · Looker · Tableau
Flagship Product

AI-Driven 48-Hour
Health Scorecard

A pro-bono, read-only diagnostic that deploys proprietary AI scrapers and semantic analysis to baseline your infrastructure waste, schema drift, and PII exposure — delivered in 48 hours with a 0–100 modernization readiness score.

48h
Full diagnostic turnaround
10K+
Metadata signals analyzed
0–100
Readiness score delivered
$0
Pro-bono, no commitment
01
Cloud Data Engineering
Secure, scalable cloud infrastructure designed to eliminate waste and unlock data potential.
02
Data Modernization
Replace legacy systems constraining interoperability, efficiency, and innovation.
03
Analytics & Insights
ML, AI, and predictive modeling that converts operational data into measurable decisions.
04
Data Security
PII discovery, compliance readiness, and protection against evolving cybersecurity threats.
Public Health · CDC
Bad data kills: fixing the hidden costs of information errors

Partnered with the CDC to build a robust data quality framework, reconciling errors from a state public health agency. Delivered actionable insights to epidemiologists via Python, SQL Server, and Tableau.

Crisis Response · NYC
Data infrastructure for COVID-19 emergency sheltering

Deployed a Google BigQuery data warehouse for NYC's housing program serving 40,000+ healthcare workers — with advanced LookML modeling in Looker and an R-based program evaluation for national replication.

Ready to recover your
cloud spend?

No commitment. Read-only access. Results in 48 hours.

About Aquire

Closing the
Modernization Gap.

We are a high-velocity Data Engineering consultancy built on an AI-First architecture. Our mission is to eliminate the silent budget bleeds that cost organizations an average of 20% of their cloud spend.

The AI Advantage

Proprietary AI agents. 10,000+ signals. Seconds.

We deploy proprietary AI agents that analyze over 10,000 metadata signals in seconds — providing a depth and speed of insight that human-only audits fundamentally cannot achieve. This is not AI-assisted work. It is AI-first engineering.

The Mission

Eliminate the Modernization Gap.

Most enterprise data ecosystems suffer from "Silent Leakage" — manual errors, security gaps, and infrastructure waste that quietly bleed 20% of cloud budgets every month. We exist to find it, quantify it, and fix it.

Client Focus

Built for high-growth firms.

We specialize in high-growth organizations that need enterprise-grade engineering but cannot afford the timelines or price points of traditional agencies. Speed and precision are not trade-offs — they are our baseline.

Approach

Client-centered, long-term partnerships.

We understand the unique challenges of every organization we work with. Through tailored data solutions, proactive guidance, and ongoing support, we build relationships that empower meaningful digital transformation.

Delivery Model

70/30 Onshore-Offshore.
Enterprise quality. Startup speed.

Our hybrid delivery model combines 70% onshore strategic and client-facing leadership with 30% offshore engineering execution. The result: enterprise-grade output at a price point that traditional agencies cannot compete with — without sacrificing quality, communication, or accountability.

70% Onshore

"Partner with Aquire and experience the difference of working with a trusted data firm dedicated to advancing your mission — not just your backlog."

Start with a
free audit.

Services

Enterprise-grade engineering.
Startup velocity.

Our four practice areas are designed to cover the full data lifecycle — from infrastructure and security to analytics and modernization — all delivered through an AI-first lens.

01
Cloud Data Engineering

We design and implement secure, scalable cloud data engineering solutions that eliminate the infrastructure waste bleeding your budget. Leveraging AI-driven analysis, we identify orphaned compute, over-provisioned resources, and architectural inefficiencies before they compound.

Our engineers work across major cloud platforms to modernize data pipelines, warehouses, and processing infrastructure for enhanced performance and long-term scalability.

Google BigQuery Snowflake AWS Redshift dbt Apache Spark Airflow
02
Data Modernization

Legacy data systems are the primary driver of the Modernization Gap. They limit interoperability, create schema drift, and block the analytics capabilities modern organizations need to compete. We craft comprehensive roadmaps for digital transformation — assessing current state, defining future objectives, and executing with precision.

Every modernization engagement begins with our 48-Hour AI Scorecard to establish an objective baseline before any work begins.

Legacy Migration Schema Redesign ETL Modernization Data Mesh Lakehouse Architecture
03
Analytics & Insights

We deploy machine learning, AI, and predictive modeling to unlock actionable insights from your operational data. Our solutions eliminate the 5-day ticket backlogs common in manual reporting environments, replacing them with real-time executive dashboards and self-service analytics.

From LookML modeling to advanced R-based program evaluation, we deliver the full analytics stack — not just dashboards.

Looker / LookML Tableau Python / R Predictive Modeling ML Pipelines
04
Data Security

Data security is at the heart of everything we do. Our AI-driven PII discovery identifies exposure across your full data surface — not just what you know about, but what you don't. We ensure audit-readiness for HIPAA, SOC2, and GDPR, and verify MFA and access log integrity across your infrastructure.

Security is not a checklist. It is an ongoing architectural posture that we embed into every engagement.

PII Discovery HIPAA SOC2 GDPR Access Auditing MFA Verification
Case Studies

Work that demonstrates
the difference.

Public Health · CDC
Bad data kills: fixing the hidden costs of information errors

Built a robust data quality framework for the CDC, reconciling errors from a state public health agency. Python, SSMS, SQL Server, and Tableau — delivering reliable insights to epidemiologists for faster, data-driven community health decisions.

Crisis Response · NYC
Data infrastructure for COVID-19 emergency sheltering

Deployed Google BigQuery and Looker for NYC's pandemic housing program serving 40,000+ individuals. Advanced LookML modeling plus an R-based program evaluation designed for national replication.

Every engagement starts
with a free scorecard.

AI-Driven · Pro-Bono · 48 Hours

The 48-Hour
Data Health
Scorecard.

A read-only diagnostic powered by proprietary AI scrapers and semantic analysis. We baseline your infrastructure waste, schema drift, and PII exposure — and deliver a 0–100 modernization readiness score in 48 hours. No cost. No commitment.

Infrastructure WasteHigh
Schema DriftModerate
PII ExposureElevated
Security ComplianceGood
61
Modernization Readiness
10,847
signals analyzed
How it works

From access grant to scorecard
in 48 hours.

01

Read-only access granted

You provide read-only credentials. We never modify, copy, or store your production data. Our infrastructure operates entirely within encrypted environments.

02

AI scrapers deploy

Proprietary AI agents analyze 10,000+ metadata signals across your cloud infrastructure, data warehouse, and schema topology — in seconds, not weeks.

03

Semantic analysis runs

Our semantic layer identifies schema drift patterns, orphaned compute, PII exposure vectors, and cross-system validation gaps that manual audits routinely miss.

04

Scorecard delivered

Within 48 hours, you receive a full Data Health Scorecard: a 0–100 readiness score, ROI calculator, and a prioritized Red Zone roadmap.

Data Integrity & Quality

Check: Cross-system validation and duplicate detection

Goal: Eliminate the 12% discrepancy common in manual reporting

Our AI identifies data quality failures across pipeline boundaries — not just within a single system, but across the full data graph.

🔒

Security & Compliance

Check: PII discovery, MFA verification, access log audits

Goal: Audit-ready for HIPAA, SOC2, or GDPR

Semantic analysis surfaces PII exposure you may not know exists — across structured tables, semi-structured logs, and unstructured document stores.

☁️

Infrastructure Efficiency

Check: Cloud spend analysis and query performance mapping

Goal: Identify and eliminate "Orphaned" costs and compute waste

We map every dollar of cloud spend to its corresponding query, job, or workload — and flag the orphans bleeding your budget silently.

📊

Accessibility & ROI

Check: Silo identification and self-service readiness

Goal: Move from 5-day ticket backlogs to real-time executive insights

We assess how accessible your data is to the people who need it — and quantify the decision-latency cost of every bottleneck in your reporting chain.

What you receive

Three deliverables. Zero cost.

📋
The Scorecard
A 0–100 ranking of your modernization readiness across all four pillars. Clear, actionable, and benchmarked against industry baselines.
💰
The ROI Calculator
A financial breakdown of how much "Data Debt" is costing your organization per month — in real dollars, not estimates.
🗺️
The Roadmap
A prioritized list of "Red Zone" items that need immediate attention — ranked by cost impact and remediation complexity.
🔍
Read-only access only
We never modify, write to, or copy your production data. Our agents operate in a strictly read-only mode.
🔐
Encrypted infrastructure
All analysis is performed within encrypted environments. Your data never leaves a secure perimeter.
⚙️
Zero downtime
Diagnostic agents run in background processes and have no impact on production query performance.
Request your scorecard

Stop guessing.
Start scaling.

Fill out the form and our team will be in touch within one business day to schedule read-only access and kick off your 48-hour diagnostic. No commitment required.

Results delivered in 48 hours
Completely pro-bono, no invoice ever
Read-only, non-invasive, zero downtime
10,000+ metadata signals analyzed by AI

No spam. No invoice. Just your scorecard.

Contact

Begin your digital transformation.

Our team of experts is ready to help your organization navigate the complexities of data infrastructure — and unlock the value hiding in your systems.

aquiredata.com
48-Hr AI Data Health Scorecard →
Within 1 business day

Send us a message.

Recommended first step

Not sure where to start?
Get the free scorecard.

Our AI-Driven 48-Hour Health Scorecard is the fastest way to understand exactly where your data infrastructure stands — and what it's costing you. Pro-bono. No commitment.

48h
Turnaround
$0
Cost to you
3
Deliverables
AI
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