SumatoSoft

Most AI projects skip observability and find out at month four. Procure it as a line item from day one. #LLMOps

Plain RAG breaks on multi-hop questions. Graph RAG handles them. The architectural question for serious AI projects. #RAG

Prompt engineering = 2023. Context engineering = 2026. The work moved upstream of the prompt. #AIEngineering #LLM

Evals on every commit, not just at the testing phase. Anything else isn't AI in production. #AIEngineering #LLMOps

A2A is to multi-agent what MCP is to tools. Single-agent today, multi-agent within 18 months. Architecture decision now. #A2A #AI

AI lock-in is at orchestration and memory, not the model. That layer is rarely evaluated and the hardest to leave. #AIStrategy

MCP just passed 10K servers. The standard interface from agents to enterprise systems. Integration tax is dropping fast. #MCP

What affects AI development cost in 2026? Scope, data, infra, and upkeep. #AI #SoftwareDevelopment sumatosoft.com/blog/ai-develo…

AI knowledge base with 15 languages and 5,000+ artifacts. #RAG #KnowledgeManagement sumatosoft.com/portfolio/ai-k…

HIPAA-aligned AI platform cut waits and raised throughput. #Healthcare #AI sumatosoft.com/portfolio/hipa…

AI route optimization cuts mileage and last-mile costs. #Logistics #AI sumatosoft.com/portfolio/ai-m…

Predictive maintenance with explainable ML and earlier fault detection. #AIoT #Manufacturing sumatosoft.com/portfolio/ai-p…

How we run QA to keep releases stable and defects down. #QA #SoftwareTesting youtu.be/EK_AeHkzivQ

See our video to not let your IoT investment turn into technical debt. #SoftwareDevelopment #IoT #CustomSoftware #Tech youtube.com/watch?v=MqE53-…

IoT security without the fluff. Weak points appear across the device lifecycle. #IoT #Cybersecurity youtu.be/pFzS0oyrrR8

SBOM = software ingredients list. Build it into CI: generate, store, refresh, link to vuln alerts. #SBOM #AppSec linkedin.com/posts/sumatoso…

EU Cyber Resilience Act: plan vuln intake + reporting workflow early. #Cybersecurity #IoT digital-strategy.ec.europa.eu/en/policies/cy…

Poll: Where do software teams lose most time? #PlatformEngineering #DevOps #DeveloperExperience #SoftwareDelivery #EngineeringManagement linkedin.com/feed/update/ur…

2026: enterprise software dev companies + 100-point evaluation rubric. #EnterpriseSoftware #IT sumatosoft.com/blog/top-enter…

SumatoSoft featured in GoodFirms Top IoT lists (Global + USA). #IoT #SoftwareDev sumatosoft.com/blog/sumatosof…