Saison Technology International
Sprint 2 Proposals
February 3-14, 2026
Strategic Alignment: "Global leader in AI-driven data integration solutions"
— Masa Ishikawa, 2026 Vision
These three POCs position HULFT Integrate at the forefront of the Model Context Protocol (MCP) revolution—an emerging standard adopted by Anthropic, OpenAI, Google, and major enterprise vendors. By adding MCP capabilities, we transform Integrate from a traditional ETL tool into an AI-native data integration platform, enabling customers to leverage LLMs for troubleshooting, data normalization, and intelligent workflow routing.
Estimated Effort
5 days
Develop an MCP Server that runs in parallel on a HULFT Integrate Server machine (Windows or Linux). The server exposes authenticated capabilities including server logs, exception logs, memory usage, process count, and script triggering—enabling AI-powered troubleshooting via tools like Claude.
"As a TSAM IT administrator using HULFT Integrate, I want to query server logs and exceptions through Claude so that I can troubleshoot integration errors faster without manually searching log files."
TSAM (Toyota South Africa Motors)
Existing HULFT customer with complex integration workflows
Internal Support Team
Faster troubleshooting for customer issues
Major vendors adopting MCP: PostgreSQL, MongoDB, Elasticsearch, Datadog, Sentry, GitHub, Slack, and 100+ others. MCP is positioned as the "USB-C of AI integrations."
Estimated Effort
6 days
Create a new HULFT Integrate Adapter that acts as an MCP Client with embedded LLM capability. This extends our adapter portfolio (REST, WSDL) to connect to the growing ecosystem of MCP Servers, with AI-powered data normalization and intelligent routing.
"As a 21D integration engineer, I want to connect HULFT Integrate to external MCP Servers with LLM normalization so that I can handle changing data formats without rewriting scripts."
21D
Complex data transformation needs
Wallacia
Multi-format data ingestion
PS Team (Internal)
Reduce hours of scripting per customer
Hours of Scripting
Manual script writing for each data format
Column Name Changes
CSV/structured data schema drift
Format Variations
Same data, different structures per source
Estimated Effort
3 days
Prepare for the future where third parties may deprecate REST APIs in favor of MCP Servers. Position HULFT Integrate as the "MCP Mapping Tool with AI Built-In"—a strategic differentiator that aligns with our 2026 vision of becoming a solution-driven, AI-native platform.
"As a Saison sales engineer, I want to demonstrate HULFT Integrate's MCP capabilities so that customers see us as the future-proof choice for AI-era integrations."
"Shifting toward becoming a solution-driven company"
As AI agents become primary consumers of services, companies are shifting from REST APIs to MCP Servers. Early movers: Stripe, Twilio, Salesforce (announced MCP support). HULFT Integrate with native MCP support positions us ahead of competitors.
Total Estimated Effort: 14 days (parallel execution)
These POCs require CEO and Business Operations approval to proceed with Sprint 2 starting Monday, February 3, 2026.
Prepared By
Drew Stoneburger
Date
January 30, 2026
Sprint
Sprint 2 (Feb 3-14)