Several vendors claim value, but the refinery has not defined the decision criteria or operating problem precisely.
Technology & AI Decision Review
Decide whether a refinery technology should proceed—before cost and complexity grow.
For leaders facing vendor overload, an unclear business case, a stalled pilot or a technology initiative without a value baseline, accountable owner or credible route to adoption.
Review the technology decisionFocused scope · 2–4 weeks · decision and execution plan
The focused offer
A vendor-neutral proceed, reshape or stop decision and a controlled pilot or implementation path.
- Scope
- One technology decision, pilot or AI-enabled workflow
- Typical duration
- 2–4 weeks
- Management output
- Recommendation, conditions, owners and 90-day plan
Engagement at a glance
Know what the review requires before work begins.
- Sponsor
- An accountable refinery or functional executive
- Client input
- Representative records, process owners and access to the functions involved
- Delivery mode
- Remote, onsite or hybrid—defined by evidence and operating context
- Commercial basis
- Normally fixed scope and fee; travel and specialist inputs identified separately
Selected offer: Technology & AI Decision Review · 2–4 weeks. The proposal names the accountable SMART IN TRADING lead, any specialist technical authority, the evidence boundary, client effort, timetable and acceptance criteria.
Use this when
The problem is visible, but the route to action is not.
A pilot is active or proposed without a baseline, benefit owner or scale decision.
Data, integration, cyber, adoption or operating-model dependencies may outweigh the expected value.
What you receive
Work management can use—not another broad assessment.
Problem and value case
The operating problem, baseline, target measure, benefit owner and economic assumptions.
Evidence scorecard
A source-traceable comparison of claims, references, fit, readiness and unanswered questions.
Dependency and risk map
Data, integration, cyber, process, people and authority conditions that affect feasibility.
Decision and conditions
Proceed, reshape or stop—with the conditions that must be met before the next commitment.
Controlled pilot path
Stage gates, acceptance measures, owners, review points and the decision required before scale.
Illustrative work product
See the shape of the management output.
This worked example contains no client data and is not presented as a verified case result.
AC / RVE-01Executive Decision MemoIllustrative output · no client data
Decision position
Remove one approval bottleneck from the turnaround scope-freeze workflow.
DECISION REQUIREDValue baseline
Cost of delay and current cycle time
Constraint
Evidence, handoff and decision-right gaps
Recommendation
Simplified path with conditions
Execution
Owners, measures and 90-day milestones
Sources and open assumptions remain visible.See the delivery standard
Questions we resolve
Start with the decision, cost or operating consequence.
01
What operating result must change for this technology to be worth implementing?
02
Which vendor claim is supported by evidence relevant to this refinery?
03
Who owns the benefit after the pilot—not just the technology delivery?
04
What must be proven before data access, integration effort or rollout capital increases?
Scope boundary
Clear responsibility protects the quality of the decision.
Work starts read-only and does not assume OT access. Client security, engineering and operating authorities retain approval. Where specialist OT/cyber or process expertise is required, it is named before that work begins. Commercial provider relationships are disclosed.
Confidentiality and continuation
Evidence stays controlled. Execution can remain governed.
No plant documents are requested through the public form. After qualification, NDA, access, storage, retention and read-only boundaries are agreed with the client.
Client documents are not placed into public consumer AI services. Where requested, implementation governance is separately scoped to track owners, exceptions and results against the baseline.
Other operational priorities
Four applications. One disciplined diagnostic method.
Start with one measurable problem