Ai Platform Cloud - Downstream Operations (Refining & Distribution)Optimizing refineries, blending, quality control and market forecasting.

Platform Provider	Cloud Platform(s)	API	AI Platform / Framework	Other Details
Rahd AI	SaaS (cloud‑agnostic) rahd·AI	Not publicly disclosed (presumed RESTful) rahd·AI	Proprietary ML models for decommissioning optimization rahd·AI	Uses data‑driven insights to forecast cost‑to‑complete and optimize retirement plans, cutting expenses and ESG‑aligned Ocean News & Technology
Petro.ai	SaaS (cloud‑agnostic) docs.petro.ai	RESTful POST-based API (e.g. /api/v1/data) docs.petro.ai	Analytics delivery engine with dynamic apps layer docs.petro.ai	Optimizes refinery yield and margins by fusing drilling, completions & production data; community tutorials available docs.petro.ai
Ambyint	AWS (leverages Bedrock/SageMaker, EC2/EKS) AmbyintAmbyint	Not publicly documented (likely RESTful) Ambyint	InfinityRL AI‑powered production optimization (rod lift, plunger, ESP) Ambyint	Manages ~200 k BOE/D; autonomous setpoint control, anomaly detection & ASPM for throughput maximization Ambyint
Xecta Digital Labs	Cloud‑first digital platform (private/public cloud) Press Release Hub	Not publicly disclosed (presumed RESTful/IIoT) Press Release Hub	EOT platform combining AI + domain physics + Edge Controller/TwinTalk Press Release Hub	Delivers simulation‑driven blending & decommissioning strategies; reduces carbon footprint & costs via closed‑loop AI Press Release Hub
DataRobot	SaaS (multi‑cloud: AWS, Azure, GCP) DataRobot DocsDataRobot Docs	REST, Python & R client SDKs DataRobot DocsDataRobot Docs	Automated ML platform (AutoML, MLOps, AutoPilot) DataRobot Docs	Intuitive modeling & prediction interface; supports scripted control & full lifecycle automation DataRobot Docs
Beyond Limits	Private cloud or on‑prem deployment beyond.ai	Proprietary APIs not publicly exposed beyond.ai	Hybrid AI (Generative + Numeric + Symbolic reasoning) beyond.ai	Simulation‑driven blending strategies, explainable reasoning & compliance focus in complex refinery scenarios beyond.ai
Falkonry	SaaS (cloud‑agnostic) FalkonryFalkonry	RESTful time‑series analytics API (/api/1.2/accounts/{id}/entities) FalkonryFalkonry	Time‑series AI engine for operational intelligence (alarm & anomaly) Falkonry	Applies multivariate pattern detection across refinery sensors for quality control & safety compliance Falkonry
Uptake	Microsoft Azure (via Uptake Fusion in Azure Marketplace) IoT Use Case	Not publicly documented (presumed RESTful) uptake.com	Uptake Fusion: industrial data consolidation & analytics platform IoT Use Case	Enables turnaround planning & downtime minimization through unified time‑series & metadata ingestion IoT Use Case
Seeq	SaaS (Seeq Cloud) Seeq Knowledge Base	REST API & Plugin API (JSON, sandboxed iframes) Seeq Knowledge BaseSeeq Knowledge Base	Real‑time process analytics engine & KPI dashboards Seeq Knowledge Base	Accelerates decision‑making with custom add‑ons; supports both Workbench & Organizer interfaces Seeq Knowledge Base
Arundo Analytics	AWS, GCP, Azure (via Arundo Edge Cloud interfaces) edgedocs.arundo.com	MQTT, RESTful streaming API (cloud interfaces) edgedocs.arundo.com	Arundo Edge IoT analytics & cloud‑delivered ML SaaS edgedocs.arundo.com	Provides vibration & thermal analysis for condition‑based maintenance; edge‑to‑cloud dashboards edgedocs.arundo.com