Before the Data Room, the Deal Is Already Being Shaped

By Tariq Siddiqui

My previous article introduced Stratacore™ V1.0 as an AI-assisted pre-data-room screening platform for unconventional shale acquisitions. That article focused on a simple question:

Should this opportunity enter the data room?

This article is about the deeper reason I built the tool.

The Problem I Saw in Real A&D Work

During my years in oil and gas, including work in subsurface, capital projects, new business development, M&A, and CCS, I saw a recurring problem.

Acquisition teams often had to make early decisions before enough technical resources were available to fully challenge the opportunity. Before the data room, subsurface and engineering teams were stretched. After the data room opened, time pressure increased. The result was often the same: teams entered diligence with too many unanswered questions and too little early technical framing.

That creates risk.

Not because teams lack capability, but because they lack time.

Why Early Technical Framing Matters

In unconventional shale, the first view of value depends heavily on assumptions: type curves, IP rates, decline behavior, well spacing, CAPEX, OPEX, commodity prices, royalty burdens, and development timing.

A seller may present an attractive story. But the buyer still has to ask:

Is this really Tier-1 rock? Is the bid justified by the inventory? What happens if performance is Tier-2? What is the downside if the acreage disappoints?

The best time to ask those questions is not after weeks of diligence.

It is before entering the data room.

Turning Experience into a Repeatable Workflow

That is what prompted Stratacore-CCS and Stratacore-OilGas.

Stratacore V1.0 uses deterministic petroleum engineering and economic logic to build an early benchmark. It estimates production, Asset PV, Transaction NPV, IRR, VIR, breakeven oil price, payout, and an indicative bid.

But the model is only the starting point.

The more powerful step is the agentic review. Specialist AI agents challenge the assumptions, benchmark the results, identify weak points, and generate a structured list of issues to take into the data room.

In practical terms, this means a buyer does not enter diligence with a blank sheet of paper. They enter with a technical view, an economic benchmark, and a sharper list of seller questions.

When the Tool Challenged the Bid

During testing, one of the most valuable outputs was not a number. It was a challenge.

The finance agent questioned whether a $600 million upfront bid for 20,000 exploratory acres was too aggressive, especially without DUCs, PUDs, or infrastructure supporting the price.

That challenge changed the question.

Instead of asking only, “What is the asset worth?” the better question became:

Should the buyer pay full price before reducing geological uncertainty?

That is where Real Option Valuation and Decision Tree Analysis became relevant.

From Valuation to Deal Design

Stratacore V1.1 introduced staged investment logic: pay an option fee, fund appraisal, then decide whether to proceed or walk away.

Stratacore V1.2 extended the idea further by exploring optimized bid structures. Instead of one fixed price, the buyer can consider different outcomes: Tier-1 acreage may justify a Tier-1 price, Tier-2 acreage may require a reduced price, and Tier-3 acreage may justify walking away.

The goal is not financial engineering for its own sake. Domain expertise is still a critical driver.

The goal is better acquisition discipline.

The Broader Lesson

AI did not replace my engineering judgment.

It helped operationalize it.

It allowed decades of subsurface, project, and M&A experience to be converted into a faster, repeatable, auditable screening workflow. More importantly, it helped challenge assumptions earlier, before time and process pressure narrowed the decision space.

For oil and gas companies, PE investors, investment bankers, and A&D teams, that is where I believe the real opportunity lies.

Not simply faster models.

Better questions. Earlier challenge. Smarter bids.

Stratacore™ is being developed to help teams enter the data room better prepared, challenge seller assumptions earlier, and make more disciplined investment decisions under uncertainty.

Website: https://calm-cendol-b3abb4.netlify.appEmail: stratacore.ccs@gmail.comLinkedIn: Tariq K. SiddiquiFounder, Stratacore-CCS™ | Former Royal Dutch Shell Leader | 35+ Years in Energy Project Development, CCS, LNG & Upstream Oil & Gas