Your Data Is Talking.
You're Still Waiting for Reports.
Most BI tools give you dashboards. We give you answers your team can actually act on. PesPrime builds AI-powered intelligence layers that connect directly to your existing databases, ERPs, CRMs, and legacy systems — surfacing the insights your team needs without requiring a data science department to interpret them.
Data Engineering
This Past Year
Required on Your End
Deployment
What This Is, and
What You Get
A custom-engineered AI business intelligence layer connected to your existing systems — letting your team ask business questions and get clear, direct answers. No SQL. No waiting for reports. No dedicated data team required.
What You Get
A unified intelligence layer connected to your ERP, CRM, databases, and legacy systems — no migration, no disruption to what's already running.
What It Does
Your team asks questions in plain English. The system queries your live data and returns answers with full context — in under 10 seconds.
Why It Matters
Decisions get made on current data — not last month's report. Problems surface before they compound. Margin shifts don't go unnoticed for weeks.
The Data Is There.
The Clarity Isn't.
Three things we hear from operations teams before they come to us.
Data Without Direction
Your team pulls reports weekly, but no one agrees on what the numbers mean. Decisions still rely on gut feel because the data lives in five different systems and no one has time to reconcile it.
BI Tools That Need a Specialist
You invested in a BI platform. It took months to configure, requires ongoing maintenance, and still can't answer a question your operations manager asks every Monday morning. The vendor said it couldn't connect to your ERP.
Insights That Arrive Too Late
By the time a trend surfaces in your monthly report, the opportunity has passed or the problem has grown. A supplier cost increase runs undetected for weeks. You need intelligence that moves at the pace of your business.
We Build the Intelligence Layer
Your Business Actually Needs
We design and deploy custom AI business intelligence systems that sit on top of your existing infrastructure. No rip-and-replace. No months of migration. Whether your data lives in Sage 100, a custom SQL database, a CRM, or a combination of all three, we build a unified intelligence layer that queries, interprets, and surfaces answers in plain language.
The result is a system your operations team can use directly — without writing SQL, without waiting for a report, and without a dedicated analyst in the loop for every question.
Most systems are operational within weeks — not months — and deploy on top of your existing infrastructure without disrupting current workflows or requiring staff retraining before go-live.
"We don't sell dashboards. We engineer systems that understand your business data and communicate it clearly — to the people who need it, when they need it."
What Actually Changes
Day to Day
Before the feature detail — what our AI business intelligence system changes in real operations, based on production deployments.
Faster Answers
Queries that previously required hours of report-pulling return in under 10 seconds — directly from live data.
Reconciliation Reduction
Manual reconciliation time reduced by 60–80% in production deployments — finance teams shift from assembling data to using it.
Data Refresh Cycle
Margin and performance data updated every 15–30 minutes depending on system configuration — not once a month.
Migrations Required
No data migration, no rip-and-replace. The system connects to your existing infrastructure exactly as it stands today.
What the System Does
These are the capabilities we actually deploy in production environments — not theory, not demo setups. Each one is built and configured specifically for your data architecture.
Multi-Source Data Integration
Connects to your ERP, CRM, SQL databases, flat files, and third-party APIs — pulling from all sources into a unified intelligence layer without disrupting existing workflows.
Natural Language Query Interface
Operators and managers ask questions in plain English and receive clear, direct answers drawn from live business data — no SQL knowledge required.
Automated Reporting & Alerting
Scheduled reports and threshold-based alerts surface critical changes before they become problems — with human review checkpoints built in where appropriate.
Real-Time & Scheduled Data Sync
Data is kept current through real-time connections or automated scheduled syncs depending on your systems — answers reflect what is actually happening in your business today.
Legacy System Compatibility
Direct experience integrating with Sage 100, older ERPs, proprietary databases, and multi-decade-old architectures. Systems other vendors walk away from are systems we have built on.
Trend Detection & Anomaly Flagging
The system monitors patterns across your data and flags deviations — declining margins, unusual order volumes, supplier delivery shifts — before they appear in a monthly review.
Role-Based Access & Data Governance
Different teams see what they need to see. Access controls, audit logs, and governance policies are built into the system from the start — not retrofitted later.
Custom KPI Frameworks
We work with your leadership to define the metrics that actually matter to your business — then build the system around surfacing those, not a generic library of pre-built charts.
What a Query Looks Like
In Practice
Here is what one of these actually looks like in use — an operations manager querying live business data without SQL, without a dashboard, without waiting.
Conversation example is representative of production system behavior. Specifics vary by data structure and configuration.
How We Build It
Six defined stages from first conversation to a running system in your environment.
Discovery & Data Audit
We map every data source in your environment. We identify what exists, what's clean, what needs normalization, and where the gaps are before writing a single line of code.
KPI & Use Case Definition
We work with your operations and leadership teams to define the specific questions the system needs to answer — and the decisions those answers support.
Integration Architecture
We design and build the integration layer — including custom connectors for legacy systems and ERPs where standard integrations don't exist.
AI Intelligence Layer
We build and configure the query engine, alerting logic, anomaly detection, and reporting layer. Everything tested against real data before deployment.
Deployment & Access
Deployed in your environment — cloud, on-premise, or hybrid — with role-based access, audit logging, and governance controls in place from day one.
Handoff & Support
Your team receives documentation and onboarding. We remain available for ongoing support and expansion as your data environment evolves.
Here Is What One of
These Actually Looked Like
A real AI business intelligence deployment — a distribution company, a legacy ERP, no migration, operational in weeks.
A distribution company operating across multiple product categories came to us with a data problem slowing executive decision-making. Sales data lived in a legacy ERP, customer records in a separate CRM, and financial reporting was done manually in spreadsheets — reconciled monthly by a small finance team. Two commercial BI platforms had already been evaluated and rejected — neither could connect to the legacy ERP without a full migration the client couldn't afford.
The Problem
Leadership couldn't answer basic margin and performance questions without waiting for end-of-month reconciliation. Pricing decisions were being made on data that was 4–6 weeks old. The BI tools they'd evaluated required data migrations costing more than the tools themselves.
What We Built
A custom integration layer connecting the legacy ERP, CRM, and financial data directly — without migrating anything. On top of this, an AI intelligence layer allowing operations and finance staff to query business performance in plain language, with automated alerts for margin threshold breaches and volume anomalies.
The Outcome
Manual monthly reconciliation reduced by over 60%. Leadership gained margin and performance visibility updated every 30 minutes across all product categories. A supplier cost increase running undetected for several weeks was flagged within the first month of deployment.
Key Results
Client identity anonymized. Details reflect actual project scope and outcomes.
Most BI Vendors Know Dashboards.
We Know the Entire Stack.
The most common reason AI business intelligence projects stall is not the AI — it is the legacy integrations, the data quality issues, and the infrastructure gaps no one accounted for. We handle all of it.
We Handle the Full Stack — Not Just the Front End
Most BI consultancies hand you a dashboard and leave. We engineer the entire system — data integration, intelligence layer, deployment, and access controls — with no gaps left for your internal team to fill.
Legacy System Experience Is Built In
Sage 100, heavily customised ERPs, proprietary databases, multi-decade-old architectures — this is where we work. We don't scope around legacy complexity. We build through it.
AI Experience from Production Environments
Six years leading AI development at a funded AI company — speech recognition, NLP, real-time data processing at scale. That background informs how we build, not just what we build.
No Generic Templates
Every system is built around your data, your KPIs, and your team's actual workflow. We don't fit your business into a pre-built product — we engineer the system your business specifically requires.
Delivery is the Only Metric That Matters to Us
We are engaged to build and deliver. A working system in your environment, used by your team, producing results. Not a proposal, not a roadmap, not a prototype you have to finish yourself.
"Teams typically reduce time spent reconciling and interpreting reports by 60–80% — and gain access to operational insights that previously arrived too late to act on."
Built for Operations Teams
Ready to Stop Guessing
This engagement is designed for companies with real data, real operational complexity, and a clear need for intelligence their current tools aren't delivering — including teams who have already been told their legacy system can't be connected.
We work best with teams that have existing systems — not greenfield environments with no data history. If you need a production-ready solution, not an experiment, we should talk.
We'll map your current systems, identify integration gaps, and show you exactly what a BI layer would look like for your environment — in 30 minutes.
No obligation. No technical preparation required.
AI Business Intelligence Services for Mid-Market and Enterprise Operations
PesPrime delivers custom AI business intelligence solutions for mid-market and enterprise companies operating complex data environments. Our AI business intelligence services include multi-source data integration, natural language query systems, automated reporting and alerting, anomaly detection, and AI-powered analytics — built directly on existing ERP, CRM, SQL, and legacy database infrastructure including Sage 100 Providex.
Unlike off-the-shelf BI platforms, our AI business intelligence systems are engineered to your specific data architecture and operational requirements. We have direct experience integrating with legacy ERP systems including Sage 100, custom SQL databases, proprietary CRM platforms, and multi-system environments where commercial BI tools have been unable to connect without costly migrations. In production deployments, reconciliation time is typically reduced by 60–80% and data refresh cycles move from monthly to near-real-time.
Our team brings 15 years of enterprise software engineering experience and production AI deployment experience to every engagement — including work in speech recognition, NLP, and real-time data processing. For businesses in distribution, manufacturing, professional services, and multi-location operations, our AI business intelligence platform makes existing data actionable without requiring a dedicated internal data science team. PesPrime is based in Torrance, CA and serves clients across the United States.
AI business intelligence is increasingly critical for operations teams that need real-time visibility into margins, supplier costs, and business performance — without waiting for end-of-month reports. According to Gartner's definition of business intelligence, BI encompasses the tools and processes that turn raw data into actionable insights — a capability PesPrime delivers as a fully custom-engineered system built on your existing infrastructure. To learn more about our AI business intelligence services, contact our engineering team directly.
