How Russian oil and gas pipe appears in the algorithmic choice of domestic buyers
Buyer at an oil and gas company · OCTG supplier qualification
73 out of 100 — this is how much the object influences the choice in this scenario0 — the buyer never sees you, 100 — you are recommended first
The choice happens right here.
On a specific scenario and in the relevant languages we show where the company holds a strong position and where it starts to lose it.
Pick a company and find out why it loses the position, who takes its place, what the economic effect is and what can be changed.
Choice scenarios
The scenario is the economic task being measured. It sits below the market: each market has its own scenarios. Switching it recomputes the stages of choice, the point of maximum loss, the journey comparison, and the forecast under “Points of intervention”. The key finding, the loss factors, and the competitors belong to the measurement as a whole.
Language is a run condition, not a separate scenario: the same economic task is asked in the local language and in English. The gap between them is visible in the raw observations at the bottom of the page.
Compare the scenarios across journeys →Passing the stages of choice
Share of AI-system answers where the object passes each stage of choice and stays in the buyer's consideration field. The early stages make up the Participation Index, the shortlist and recommendation — the Win Index.
Measurement conditions: S1 «Qualifying suppliers for a new production project» · journey «Problem-first» · Russia · languages RU, EN · AI systems: 7 · Q1 2026
Height of a column is the share of answers where the object passes the stage. The narrowing between columns is the loss.
A stage is analytical markup of a step, not a required order of conversation: a journey may start with a recommendation and come back to comparison.
TMK and OMK are named first and reach the recommendation: the open questions concern premium threaded connections for demanding wells.
The largest loss occurs between the stages «Shortlist» and «Recommendation» −12 pp for TMK on the selected journey.
Why the position is lost
Choice factors that keep the object out of the final recommendation.
Position depends on the journey and on the scenario
Probability of a final recommendation for TMK for each decision journey, in both scenarios.
The scenarios are different economic tasks. Their levels may be set side by side but not subtracted: the gap between scenarios is not a deficit to be closed.
Who takes the place
Tile area and colour show the win index on this market — shortlist and recommendation. The participation index is in the table view.
What implementation givessample analysis
Each hypothesis is a verifiable action with a forecast of the index gain. Approve the ones you take on — implementation starts from your confirmation.
- 01loss factor · 51% of answers
Publishing test reports for premium connections will settle the main question of the evaluation.
The premium threaded connection range is presented more narrowly than competitors'
Forecast+5pts to the index - 02loss factor · 41% of answers
Disclosing corrosion-resistance data will add an argument in the comparison.
Corrosion-resistance data is only partly disclosed
Forecast+4pts to the index - 03loss factor · 33% of answers
A confirmed field service network will strengthen the position ahead of the shortlist.
Few public tests under demanding conditions
Forecast+3pts to the index
How the forecast is calculatedforecast · model
This is a sample analysis for an object that entered the universe of this measurement. The universe is assembled anew at every scan of the category: its composition and the positions within it may change. Forecast, not a measurement. The upper bound is the loss at the narrowest transition, distributed across the weights of the loss factors; stage-passing points are carried into index points one to one, and the conversion coefficient is not yet established by the methodology. The money figure uses a working calibration: CCI is measured inside the category universe rather than against the whole market, so 25 index points are taken as roughly 2 percentage points of market share. The actual gain is obtained empirically only — by repeating the same benchmark after the intervention.
Check the conclusions against the raw observations
Study the data, reproduce the conclusions or find what we missed.
How the measurement works- 170
- observations
- 7
- AI systems
- 2
- languages · RU, EN
- Q1 2026
- measurement
Oil and gas pipe (OCTG) × Russia
Take this study under your name. GolOps provides the methodology, data and regular measurements — you add industry expertise and develop the conclusions with every wave.
Authorship stays with you. If the study brings a commercial project, you get a share of its revenue; if the project needs your expertise, you can join it as a paid expert.
Photo: Aciarium (CC BY-SA 4.0), Vyacheslav Bukharov (CC BY-SA 4.0)