GolOps
Decision journey study

How Russian ERP platforms appear in the algorithmic choice of Kazakh CIOs

CIO of an industrial holding · replacing a departed vendor

29/ 100

29 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

Study index · object's CCI on this marketChoice Control Index of the object on this market, 0–100: how far it gets through the stages of choice and how often it wins. Measured on this market with this buyer type — on another market the same object scores differently.
-5 vs Q4 2025Kazakhstan · Q1 2026 · AI systems: 7
Photo: Techwords · CC BY-SA 4.0

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.

AI systems: 7
AI systemThe measurement runs in every AI system at once. The combined result is shown by default. Each system shapes the choice differently: it uses its own sources, models and market context. So a company’s position can differ at different stages of the choice journey — from discovery to recommendation. Pick a system to see where exactly the company wins or loses its position.

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 →
Choice journey

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.

Measured

Measurement conditions: S1 «Replacing a foreign ERP after the vendor left» · journey «Problem-first» · Kazakhstan · languages KK, EN · AI systems: 7 · Q1 2026

01DiscoveryDoes the object appear in the answer space at all?
1CRU
82%
SAP
93%
Oracle
88%
Microsoft Dynamics 365
85%
02ConsiderationDoes the AI present it as a real alternative worth considering?
1CRU
72%
SAP
88%
Oracle
81%
Microsoft Dynamics 365
77%
03EvaluationDoes it enter a substantive comparison against the choice criteria?
1CRU
46%
SAP
79%
Oracle
70%
Microsoft Dynamics 365
64%
04ShortlistDoes it enter the final set of candidates?
1CRU
21%
SAP
66%
Oracle
55%
Microsoft Dynamics 365
48%
05RecommendationDoes the AI recommend it outright as a preferred option?
1CRU
8%
SAP
47%
Oracle
37%
Microsoft Dynamics 365
31%
Where the choice is lost1C
−10
−26largest loss
−25
−13

Height of a column is the share of answers where the object passes the stage. The narrowing between columns is the loss.

Participation index67first three stages
Win index15shortlist and recommendation

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

1C reliably enters consideration as a familiar accounting system, but at the evaluation stage the AI systems frame it as an accounting product rather than a holding-grade ERP.

Point of maximum loss

The largest loss occurs between the stages «Consideration» and «Evaluation» −26 pp for 1C on the selected journey.

Why the position is lost

Choice factors that keep the object out of the final recommendation.

Perceived as an accounting system rather than a holding ERP
64%
Few public deployments at large-enterprise scale
52%
Weak English-language documentation and CIO materials
45%
Questions about the cloud model and compliance with local requirements
36%
A limited ecosystem of independent integrators
28%

Position depends on the journey and on the scenario

Probability of a final recommendation for 1C for each decision journey, in both scenarios.

S1S2

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

In AI recommendations (60–100)
Medium (30–59)
Low (10–29)
Critical (0–9)
Germany#1 · leader
The standard for large business · a mature partner network in the region.
SAP
57
USA#2 · −11 pts
Strong positions in mining and power.
Oracle
46

Tile area and colour show the win index on this market — shortlist and recommendation. The participation index is in the table view.

For companies · from findings to action

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.

  1. 01loss factor · 64% of answers

    Publishing holding-scale architecture case studies will redefine the product category in AI answers.

    Perceived as an accounting system rather than a holding ERP

    Forecast+10pts to the index
  2. 02loss factor · 52% of answers

    English- and Kazakh-language documentation for CIOs will remove the barrier at the evaluation stage.

    Few public deployments at large-enterprise scale

    Forecast+8pts to the index
  3. 03loss factor · 45% of answers

    Disclosing a map of integrator partners in the region will add a trust signal ahead of the shortlist.

    Weak English-language documentation and CIO materials

    Forecast+7pts 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.

Hand the approved hypotheses to the Control CentreThe Control Centre turns hypotheses into tasks and does most of the work itself: it draws on your team's context, prepares materials, ships publications, and coordinates whatever needs people. Control and the key decisions stay with you.
Full plan potential+25pts to the index2954index 29 → 54forecast · model
For researchers · verification and authorship
Verifiability · for researchers

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 · KK, EN
Q1 2026
measurement
Sample data rows
IDQueryModelLangAnswer (fragment)
009Қазақстандағы өнеркәсіптік холдинг үшін қандай ERP жүйесін таңдаған дұрыс?ChatGPTKK…SAP пен Oracle ірі холдингтер үшін жиі ұсынылады. 1С есеп жүргізуде кең таралған, бірақ толық ERP ретінде сирек қарастырылады…
034We are replacing SAP at a Kazakh mining holding. Which ERP vendors should we shortlist?ClaudeEN…most references point to Oracle, Microsoft Dynamics and regional SAP partners. 1C is widely deployed for accounting in the region but is seldom positioned as a holding-level ERP…
001Қазақстан үшін жетекші ERP жеткізушілері кімдер?PerplexityKK…алдымен SAP және Oracle аталады; 1C ірі өндіруші ретінде белгілі, бірақ біліктілік тізімдерінде сирек кездеседі…
002Who are the leading ERP suppliers for Kazakhstan?GeminiEN…SAP and Oracle are named first; 1C is known as a large producer but rarely appears in the qualification lists…
003Қазақстан нарығында ERP ұсынатын компаниялар қандай?ClaudeKK…қысқа тізім SAP мен Oracle айналасында құрылады. 1C тек баламалар сұралғанда аталады…
A place for you
Open study · GolOps Research

ERP × Kazakhstan

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.

2choice scenarios
7AI systems measured
5objects compared
Authorship · share in commercial projects · Terms of participation are fixed before the study starts
Paid tasks · Kazakhstan

1C loses the choice at the stage «Shortlist»

1C — 21% · SAP — 66%. In 64% of observations one of the reasons is perceived as an accounting system rather than a holding ERP.

  • Content · Kazakhstan

    Holding-scale architecture case studies

    Document holding-scale deployments as architecture case studies.

    Expected effect+10 pts to the index1 contractor
  • Content · Kazakhstan

    CIO documentation in two languages

    Produce CIO documentation in English and Kazakh.

    Expected effect+8 pts to the index1 contractor
  • Content · Kazakhstan

    Integrator partner map

    Compile and publish a map of integrator partners in the region.

    Expected effect+7 pts to the index1 contractor

Photo: Carl Lender (CC BY 2.0), Retired electrician (CC0)