From Left to Right: Reshma Nair, Dave Taylor, Hari Menath
Agentic AI meets four-and-a-half decades of real-world energy expertise, so the lessons that took a career to learn never have to be learned twice.
SwarmLens and Relentless Pursuit of Perfection (rp²) have unveiled AssureLens, an agentic AI platform for well delivery and capital operations. It transforms decades of archived field knowledge into a dynamic, searchable intelligence layer.
The Unspoken Challenge
Every year, the industry loses billions due to mistakes and incidents that have already occurred and, in many cases, already been resolved. The same operational errors repeat across projects (wells, rigs, assets), with successive teams relearning critical lessons buried in reports, documents, and individual experience — rather than being accessible at the moment decisions are made.
Meanwhile, engineers who could be making real-time decisions spend most of their time writing reports that are rarely consulted.
What AssureLens Does
AssureLens uses domain-specific, multi-agent AI swarms paired with human-in-the-loop expert validation. Built on a proprietary knowledge graph and rp² performance expertise, the platform turns fragmented project documents into live, actionable intelligence across energy planning and operations — from upstream well construction to power generation, utilities, and large-scale infrastructure.
The platform organizes this intelligence across four lifecycle phases:
PLAN: Aligning Teams and Intelligence
Collaborative planning workflows that combine AI agents with subject-matter experts.
Deep historical analysis that mines archived projects for risks and best practices.
Predictive lookahead planning that generates activity schedules in advance.
GOVERN: Contracts, Compliance and Risk
Rigorous risk identification, quantification, and prioritization.
Supplier performance scoring with peer benchmarking.
Contractor pre-qualification and vendor risk reporting that catches issues before they turn into projects.
EXECUTE: Operations, Integrity and Cost
Owner-assigned action tracking with automated follow-ups to prevent any gaps. Validation and audit workflows.
Continuous well integrity monitoring (pressure tracking, anomaly flagging, barrier health) in real time.
AFE intelligence for budget tracking, burn-rate analysis, and cost variance detection across any project type.
REVIEW: Performance, Reporting and Learning
A KPI dashboard with automated trend summaries.
Global and offset benchmarking to set and track tangible efficiency targets.
Post-project synthesis — from End of Activity Reports to After Action Reviews in power and infrastructure — that permanently embeds what teams need to know.
Field-Proven Results
AssureLens has already been deployed on a real three-well drilling campaign in a Middle East onshore field, covering twelve years of operational history.
The platform processed over 600 daily and end-of-well reports, delivering a full benchmarking, risk, and compliance analysis. The initial pass transformed that historical data into more than 20,000 fully traceable, source-cited insights. It mapped hundreds of risk register entries against leading international standards and sustainability frameworks, and automatically generated interactive visualizations and data tables. The optimization modeling uncovered significant cost-saving opportunities, with every result directly traceable to its source document. With human-in-the-loop oversight, the platform refined this to just over 400 clear, traceable, and concise insights.
AssureLens turns well-delivery knowledge into a continuous learning and execution loop. It captures insights during planning, ensures every action is owned, followed up, and closed on time, and flags emerging insights as operations unfold. Each well adds to the institutional knowledge base, creating a knowledge engine that makes every subsequent well smarter.
“Since beginning my oil industry career with rp² in Aberdeen 23 years ago, I was intrigued by how to leverage vast amounts of data to improve the well delivery process. Today, agentic AI provides us the capability to transform that knowledge into an always-available, continuously evolving asset for well delivery.
Together with rp², we are uniting deep industry expertise with agentic AI to establish a continuous knowledge loop where every piece of data and insight becomes accessible when it matters, informs the next decision, and renders the entire system smarter. Our ambition is straightforward: turn knowledge into measurable business value for our clients.”
Harish Pillai, CEO, SwarmLens
“From my very first day at work, I was shocked at the wastage and hazards that are accepted as inevitable in our industry. This alarm was heightened by my time on the wellsite as an Engineer and then Drilling Supervisor.
When I came onshore, I vowed to help build a safer and more efficient workplace. We have worked with just under 350 teams worldwide and the challenges and opportunities are the same throughout.
I am convinced that this partnership with SwarmLens, and the massive human resources and passion that we are bringing to bear, will transform the way teams work.”
Dave Taylor, Managing Director, rp²
Looking Ahead
AssureLens is now available for enterprise deployment globally across well delivery, capital project governance, and asset integrity operations.
To schedule a platform demonstration or explore pilot deployment options, visit assurelens.tech.
About SwarmLens
SwarmLens builds customizable AI platforms and enterprise solutions for capital-intensive industries. By combining deep machine learning architecture with a global network of subject-matter experts, SwarmLens helps organizations across energy, industrial manufacturing, and finance make reliable, data-backed operational decisions at scale.
Learn more: swarmlens.com
About RP Squared (rp²)
rp² is a premier performance consultancy for energy and associated industries. With 30+ years of domain expertise and proprietary drilling-performance data, rp² partners with operators worldwide to drive continuous learning, eliminate risk, and maximize field delivery efficiency.
Learn more: rp-squared.com
Media Contact
SwarmLens Media Relations
Email: reshma.nair@swarmlens.com
Contact: +91 9633475131
Websites:
swarmlens.com
assurelens.tech
drillers.com
rp-squared.com
Editor’s Note: The partnership behind AssureLens carries more than commercial weight. Harish Pillai was Dave Taylor’s first employee at rp² in Aberdeen over 23 years ago. What began as a mentor and protégé relationship in the North Sea drilling industry has evolved into a shared conviction: the knowledge this industry generates deserves to outlast any single career. AssureLens is the product of that conviction.
Reshma Nair
Swarmlens Inc
reshma.nair@swarmlens.com
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