Oil & Gas Ecosystem of AI Agents, Workflows, Tools and Human Expertise

Upstrima is an AI workspace and marketplace purpose-built for the oil & gas industry. While general-purpose AI tools only answer text prompts, Upstrima applies specialized AI agents and AI workflows directly to complex engineering tasks. It natively parses domain-specific file formats, integrates directly into technical workflows, and operates under strict data security to ensure proprietary engineering data is never exposed or used to train public models.

Petroleum engineers typically spend 50–60% of their day on non-value-adding tasks—like cleaning data, sorting through historical well logs, checking regulatory standards, and running routine calculations. Upstrima delegates this repetitive work to specialized AI agents, shifting engineering capacity from 40% productive time up to 70%. Instead of replacing engineers, Upstrima acts as a human-augmentation layer that speeds up analysis and eliminates human error.

Upstrima supports over 50 common oil & gas file formats without requiring manual pre-processing. It automatically reads, extracts, tags, and cross-references data from daily drilling and other reports (DDR, DMR, etc), MWD/LWD or wireline logs, end-of-well reports, WITSML streams, regulatory PDFs, and even scanned or handwritten documents.

Upstrima can connect to various data sources: cloud storages (google drives, one drives, sharepoint, etc), WITSML, OSDU or your own private database. Or you can simply drag and drop your files and folders into our intelligent data management system for smart parsing, processing and filtering.

Upstrima is built on Gain.Energy’s secure, enterprise-grade AI architecture. We enforce strict data isolation policies; your proprietary documents, records, and data remain 100% private in your workspace and are never used to train public AI models.

Upstrima doesn’t use a single foundation LLM model. Each AI Agent in Upstrima has its own architecture and applies various solutions depending on the scope of the task. Most of the AI Agents are hybrid and use a combination of technologies: machine learning models for speed, physics based models for accuracy and LLMs (or SMLs) for parsing and reasoning, GenAI for generating content and specific outputs.

No. The Marketplace features AI Agents developed by Gain Energy as well as vetted third-party providers. Gain performs rigorous quality checks before hosting any third-party agent to ensure that only top-tier solutions from trusted providers are available on the Upstrima Marketplace.

Yes, this is our most important technology - AI Workflows. You can interactively connect any AI Agents together and add various logic/action nodes to build automated workflows. This technology allows to automate engineering processes of almost any complexity.

Yes, Upstrima offers easy-to-use functionality to build your own AI Agents. No previous experience with coding required. This functionality is good for building simpler one-step agents. However, for more complex engineering workflows we offer a flat-fee service of developing custom AI agents or Workflows that would be fully tailored to your use cases, datasets, guidelines, logic, tasks and challenges.

Yes. Beyond our off-the-shelf agents, Gain.Energy offers to build (as a flat-fee service) custom AI agents and multi-step AI Workflows tailored specifically to customers’ internal guidelines, historical well data, and private operational procedures. This ensures corporate engineering expertise is preserved, standardized, and easily accessible across teams without working in silos.

Anyone can prompt. We engineer. We build industry-grade agents that address complex oil and gas engineering tasks and processes. Public LLM models, such as Claude, are generic and probabilistic; and don’t understand the complexities of oil and gas physics and operations. Our value is the industry expertise, hybrid deterministic approach, consistency, integrations, validation, and ongoing support that make an agent dependable in your business.

Absolutely. Upstrima is designed not to replace but to complement your existing solutions. You can add your applications via API to the Marketplace in a “private” mode, visible only to you and your teammates. You can then connect your applications to data sources and other AI agents available on the public Upstrima Marketplace.

ROI varies by use case, but value is typically measured in hours recovered, risk reduction, and cost savings. For example, analyzing hundreds of historical drilling logs for complication trends can be reduced from weeks of manual work down to minutes. Other workflows deliver value by preventing equipment mismatches, reducing risks for drilling incidents, and ensuring strict regulatory compliance before field execution.

Contact us at upstrima@gain.energy and our experts will reach out to you. The process is simple and free of charge. First our experts will review your solution to make sure it matches our criteria and requirements. Then we will sign an agreement and provide you with the toolkit to list your agent on Upstrima Marketplace for commercialization worldwide. It is as simple as that.

Upstrima unites AI and Human expertise. The Upstrima Expert Network connects users with specialized industry professionals and subject matter experts (SMEs). These experts offer one-hour consultations to help address specific technical challenges. Similar to how our AI Marketplace targets distinct use cases through AI agents, the Expert Network also targets specific use cases but with the help of human experts. provides direct access to human domain expertise. Moreover, as a result of this 1hr consultation users will get not only technical guidance, but also a prototype of the AI Agent to automate the solution for future use. Users will have an option to purchase the agent and add it to the list of other solutions in the portfolio.

That’s easy. Click on the Join Upstrima Expert Network button on the top of the page and follow the instructions. But remember, you need to be an experienced SME in a very specific field. Example - setting casing depths, or calibrating MWD tools. Contact us at upstrima@gain.energy if you have any questions or doubts.

Subscriptions are charged per user per month (except the Enterprise package) and can be canceled anytime in your account settings. All your data will be permanently deleted.