Inclusion Cloud

@inclusioncloud.bsky.social

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Tech company, building with cloud, GenAI, integrations, & great teams. Based in Dallas, working with the world. https://inclusioncloud.com/

Infographic titled "How to Avoid AI Overengineering" explaining how businesses can prevent unnecessary complexity in enterprise AI projects. The graphic highlights that before adopting Generative AI, AI agents, or complex AI architectures, organizations should evaluate whether the use case truly requires that level of sophistication. It identifies four warning signs of AI overengineering: growing token costs, no measurable improvement in speed, accuracy or cost, increasing dependency on AI specialists, and choosing the wrong AI technology when simpler machine learning or automation solutions would be more effective. The illustration features a modern AI infrastructure connected to a compute module, reinforcing themes of enterprise AI strategy, AI governance, token optimization, AI ROI, and cost-effective technology selection.

Illustration for a decision framework comparing Predictive AI and Generative AI in enterprise environments. A central AI engine connects multiple business systems, data sources, analytics dashboards, and automation workflows, representing how organizations evaluate AI technologies. The graphic supports C-suite decision-making around AI strategy, highlighting the differences between predictive AI for forecasting outcomes and generative AI for content generation, automation, customer experiences, and business transformation. Enterprise AI architecture, AI adoption strategy, digital transformation, machine learning, generative AI, predictive analytics, business intelligence, data-driven decisions, and AI governance.

Infographic showing the business impact and ROI of SAP Document AI in an energy industry document processing use case. Before automation, the company handled more than 8,000 documents per month, required 1,066 hours of manual work monthly, and maintained five years of regulatory traceability. After implementing SAP Document AI integrated with SAP S/4HANA, the organization achieved 100% recovery of manual processing hours, automated document routing, end-to-end traceability, and more than $300,000 in annual savings. The visual highlights a payback period of 5.9 months, demonstrating how SAP Document AI, SAP BTP, and intelligent document processing can reduce operational costs, improve efficiency, and accelerate digital transformation in enterprise document management.

Inclusion Cloud graphic displaying the message “Our Clients’ Feedback Is Our Strongest Proof,” alongside a 4.9-star G2 rating and a 5-star Clutch rating, highlighting strong client satisfaction and digital engineering expertise.

Final slide showing improved real-time connectivity between drivers, dispatch, and operations in fuel logistics, highlighting modernized platform outcomes and a call to action for fast project support within 72 hours.

Slide describing the need for a modern fuel logistics platform with real-time delivery updates, scalable backend architecture, instant task coordination, and secure access for oil and gas operations.

Overview of challenges in a fuel logistics platform including poor driver app experience, monolithic backend architecture, manual QA processes, and limited documentation impacting scalability and performance.

Infographic highlighting scale of a fuel logistics SaaS platform with 2,300+ oil and gas companies, 250+ software professionals, and operations across 35+ U.S. states and multiple countries, emphasizing critical infrastructure.

Diagram showing fuel delivery workflow coordination between drivers and operations using a mobile app, including steps like task assignment, fuel pickup, delivery confirmation, and operator updates in real time.

Oil and gas case study cover showing fuel delivery trucks and the headline “Fuel Keeps Cities Moving. Deliveries Can’t Fail,” describing how a U.S. fuel logistics platform ensures reliable, real-time fuel delivery operations.

Infographic titled ‘What Business Value Does IDPs Deliver?’ by Inclusion Cloud. It shows how Intelligent Document Processing (IDP) with SAP Document AI improves enterprise document handling. Highlights include: 70–80% of enterprise information is unstructured (Gartner), 70% faster document processing, 80% higher accuracy, 91% of invoices automated, over 500 hours saved per month, and 70% touchless booking. The graphic also explains the economic impact of IDP: reducing manual processing costs of up to $30 per purchase order by automating up to 70% of the process, lowering processing costs, and enabling faster business cycles.

Promotional banner for Inclusion Cloud at SAP Sapphire Orlando 2026, featuring a dark blue and purple SAP-style background with geometric shapes, event title “Let’s Meet at SAP Sapphire Orlando 2026,” dates May 11–13, 2026, and location Orange County Convention Center in Orlando, Florida.

Infographic by Inclusion Cloud from the AXIS report illustrating the pharmaceutical industry as a high-stakes example of global software delivery in a fragmented world. The diagram shows “Pharma Innovation” at the center, connected to key risk areas: distributed delivery across regions, vendors, and external researchers; geopolitical pressures such as national security and regulatory compliance; AI-driven software for drug discovery including models and molecular simulations; and risk expansion through increased access points, data flows, and dependencies. A surrounding control layer highlights the role of governance platforms like SAP GRC and IAG in protecting sensitive data, intellectual property, and research environments.

Cracked globe with a glowing core, featured in AXIS Report 05 by Inclusion Cloud, symbolizing geopolitical fragmentation and its impact on global software delivery. The image reflects how AI acceleration, data sovereignty, and time zone friction are reshaping where software is built, how data is governed, and how distributed teams collaborate.

Overview of SAP solutions for Oil & Gas pricing, including SAP HPM, PRA, JVA, Commodity Management, and IBP, showing how they support upstream, midstream, and downstream operations with integrated pricing and planning capabilities.

Diagram outlining operational challenges in Oil & Gas pricing, including outdated forecasting models, limited field visibility, disconnected SCADA and trading systems, slow market signal flow, and misalignment between trading and operations.

Infographic showing oil price volatility in the Oil & Gas industry, highlighting 10–16% annual fluctuations and potential price spikes of $7–$12 per barrel driven by geopolitical risks and supply disruptions.

Cover of a whitepaper titled “Pricing Volatility in Oil & Gas,” focused on how companies can turn market uncertainty into accurate fuel pricing using SAP solutions in energy and utilities industries.

Illustration of a behavioral health consultation where a clinician meets with a patient while a digital interface from Oracle Health EHR visualizes clinical documentation, care plan progress, and health data. The scene represents how behavioral health clinics can streamline patient access, AI-assisted documentation (with patient consent), and administrative workflows to manage rising mental health demand.

AI architecture comparison diagram showing Predictive AI vs Generative AI workflows, including structured vs unstructured data, machine learning vs LLMs, and how each approach impacts business decisions, outputs, and ROI in enterprise use cases.

Bar chart showing top reasons why AI projects fail in enterprises, including unrealistic expectations, wrong use cases, lack of clear business objectives, poor data quality, integration challenges, and ROI concerns in AI adoption.

Infographic titled ‘What Business Value Does IDPs Deliver?’ by Inclusion Cloud. It shows how Intelligent Document Processing (IDP) with SAP Document AI improves enterprise document handling. Highlights include: 70–80% of enterprise information is unstructured (Gartner), 70% faster document processing, 80% higher accuracy, 91% of invoices automated, over 500 hours saved per month, and 70% touchless booking. The graphic also explains the economic impact of IDP: reducing manual processing costs of up to $30 per purchase order by automating up to 70% of the process, lowering processing costs, and enabling faster business cycles.

Infographic showing the final phase of a hiring process based on human validation. It explains how HR specialists and technical leaders assess communication, decision-making, and real-world problem solving to identify senior certified resources.

Cover of an Inclusion Cloud whitepaper titled “Pricing Volatility in Oil & Gas,” showing oil pumpjacks operating at sunset in a desert field with pipelines, storage tanks, and a service truck. The visual represents how energy companies manage changing market conditions and improve fuel pricing decisions using SAP and real-time data.

Infographic describing Phase 2 of a hiring process focused on evaluating how candidates use AI tools. It highlights assessment areas such as prompt quality, workflow integration, and problem-solving approach when working with AI in real development environments.

Visual explaining how AI is used in the first stage of tech hiring to scan large datasets of profiles, repositories, and networks to find relevant resources based on experience and skills.

Dark interface showing the new Inclusion Cloud homepage titled “Engineering the AI-Driven Enterprise.” A digital screen presents enterprise AI services including data preparation and integration, model selection and fine-tuning, development of AI agents and business applications, and support for scaling AI from pilot projects to production environments.

Illustration of a behavioral health consultation where a clinician meets with a patient while a digital interface from Oracle Health EHR visualizes clinical documentation, care plan progress, and health data. The scene represents how behavioral health clinics can streamline patient access, AI-assisted documentation (with patient consent), and administrative workflows to manage rising mental health demand.

Infographic titled “How SAP Integration Suite Pays for Itself – A ROI Snapshot.” A transparent pipeline filled with coins connects business systems labeled API, ERP, and Finance. The image reports 345% ROI, $3.7M net value, and payback in under 6 months. A table shows 3-year risk-adjusted benefits: developer efficiency valued at $1.5M, self-service productivity at $1.8M, new revenue streams at $984K, and legacy platform cost savings at $554K. Source: Forrester study. Branding from Inclusion Cloud appears in the corner.

Cover of the latest AXIS research report from Inclusion Cloud showing an aerial highway interchange above a city skyline. Large title text reads “Is the ‘All to the Cloud’ Era Over?” with the subtitle “Time for the cloud reality check for 2026.” This edition of the AXIS report examines enterprise cloud strategy trends, hybrid cloud adoption, workload placement decisions, and pragmatic cloud decision-making for IT and business leaders.

Dark interface showing the new Inclusion Cloud homepage titled “Engineering the AI-Driven Enterprise.” A digital screen presents enterprise AI services including data preparation and integration, model selection and fine-tuning, development of AI agents and business applications, and support for scaling AI from pilot projects to production environments.

Infographic titled “Inclusion Cloud Delivery Models” explaining three software delivery approaches: Nearshore, Onshore, and Smartshore. Nearshore focuses on expanding the talent pool within aligned time zones for real-time collaboration. Onshore emphasizes local presence, regulatory alignment, and business fit. Smartshore combines distributed talent with local delivery coordination to ensure continuous alignment, communication, and governance.

Infographic from Inclusion Cloud Digital Engineering stating “Our clients’ feedback is our strongest proof.” The image highlights customer satisfaction with a 4.9 G2 rating and a 5-star Clutch rating, showing trust and positive reviews for Inclusion Cloud’s digital engineering and IT consulting services.

Infographic titled ‘What Business Value Does IDPs Deliver?’ by Inclusion Cloud. It shows how Intelligent Document Processing (IDP) with SAP Document AI improves enterprise document handling. Highlights include: 70–80% of enterprise information is unstructured (Gartner), 70% faster document processing, 80% higher accuracy, 91% of invoices automated, over 500 hours saved per month, and 70% touchless booking. The graphic also explains the economic impact of IDP: reducing manual processing costs of up to $30 per purchase order by automating up to 70% of the process, lowering processing costs, and enabling faster business cycles.

Promotional banner from Inclusion Cloud advertising its Substack newsletter with the message ‘Technology decisions run deep. We share what helps you see clearly,’ and a call to subscribe for weekly enterprise technology insights.

Short enterprise video explaining why system integration is critical for AI success, showing how disconnected ERP, CRM, and cloud platforms slow down data flow and increase costs, and how Inclusion Cloud connects systems to enable AI-ready business operations.

Oracle ERP Cloud Migration Signals to Move and Signals to Stay

Inclusion Cloud Recognized as a Trusted IT Provider by Evan Kirstel in Clutch’s B2B Expert Picks

AXIS - Is the “All to the Cloud” Era Over

Cloud Strategy is Now a Skills Problem

The real economics of cloud visibility, cost, and control