How Russian polypropylene appears in the algorithmic choice of Indian converters
Consumer goods manufacturer · feedstock contract
13 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
2025
Confidence: low- Basis
- annual corporate spend
The range is the spread between independent vendor estimates: they draw the category boundary differently. A single figure would be falsely precise.
What to change to be chosen
We found three possible directions for growth. We estimated how each of them could affect the buyer's choice and potential revenue.
Together ≈ $4 mn a year
SIBURIndia
H18 moMove from price comparison to technical comparison.
Shortlist614AI answers out of 100 that name SIBUR+1 a yearnew annual contracts with converters≈ $1.6 mn a year in these contractsScenario estimateSIBURIndia
H28 moClose the delivery-time gap in India.
Shortlist613AI answers out of 100 that name SIBUR+1 a yearnew annual contracts with converters≈ $1.4 mn a year in these contractsScenario estimateSIBURIndia
H37 moEnter consideration with international converters.
Shortlist611AI answers out of 100 that name SIBUR+1 a yearnew annual contracts with converters≈ $1 mn a year in these contractsScenario estimate- NizhnekamskneftekhimNot assessed
The market is measured, but there is no report or growth hypotheses for Nizhnekamskneftekhim. We build them to order.
What task is the buyer solving?
Pick a choice scenario — a specific task of the buyer.
See which options AI systems consider, whom they recommend and how the participants' positions change across the stages.
Language shapes the choice
We study the same task in Hindi and English to see how language affects AI-system recommendations and companies’ positions.
Why does SIBUR appear in 54% of answers but get only 2% of recommendations?
We traced how SIBUR passes the five stages of choice in AI-system answers. See where its position weakens most and how competitors perform.
Measurement conditions: S1 «Contracting feedstock for the production year» · journey «Problem-first» · India · languages HI, 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.
Key finding
On the Indian market the choice is skewed towards local producers: Russian grades barely appear in the answers, and when they do it is without any link to a specific application.
Point of maximum loss
The largest loss occurs between the stages «Consideration» and «Evaluation»
SIBUR · journey «Problem-first»
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 SIBUR 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 to change to be chosen more often?
We identified what keeps the company from winning against competitors and proposed concrete actions to strengthen its position in the market.
Choose the solutions you want to implement. GolOps will help organise the work and check the result.
- 01
Show which buyer tasks your grades solve
Describe each grade through specific applications so Indian converters compare you on more than price.
Forecast+8pts to the indexPotential effect≈ $37 mn / year - 02
Bring your product closer to buyers in India
Set up a warehouse programme in India so buyers receive resin on lead times comparable to Gulf suppliers.
Forecast+7pts to the indexPotential effect≈ $32 mn / year - 03
Let buyers check your grades for themselves
Publish grade data sheets in English so Indian buyers can assess them without having to ask.
Forecast+5pts to the indexPotential effect≈ $23 mn / year
Every solution you add raises the plan’s potential
How the forecast is calculatedforecast · model
- 01 addresses the loss factor “Grades are not tied to specific applications” · 57% of answers
- 02 addresses the loss factor “Logistics and delivery times compared with the Gulf” · 50% of answers
- 03 addresses the loss factor “Little English- and Hindi-language technical documentation” · 36% of answers
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 · HI, EN
- Q1 2026
- measurement
Polypropylene × India
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.
SIBUR loses the choice at the stage «Shortlist»
SIBUR — 6% · Reliance Industries — 68%. In 69% of observations one of the reasons is a local producer dominates the answers.
- GEO · India
Grades described by application
Rewrite grade descriptions around the application rather than the composition.
Expected effect+8 pts to the index1 contractor - Content · India
Datasheets in English
Translate and publish datasheets in English.
Expected effect+5 pts to the index1 contractor
