Decision engine for public institutions and investment bodies
The essentials in 30 seconds
- A decision engine gives a public institution a reproducible score and a traceable path from data to recommendation.
- Scores come from a deterministic engine, and AI-assisted research stays under human review (EQOS Asia enterprise page, as of October 2026).
- Data is hosted in Singapore, with Asia-Pacific sources prioritised and a reinforced NDA (EQOS Asia enterprise page, as of October 2026).
- State and ministry missions start from US$100K, and a full Mapping costs US$22,976 (EQOS Asia pricing grid, as of October 2026).
- A 30-minute Comex briefing opens the conversation.
Public institutions and investment bodies answer to boards, ministries, and citizens, so a recommendation needs a traceable path. A decision engine provides that path with a reproducible score. This guide belongs to the series on all profiles of decision-makers in Asia, and it shows how EQOS Asia serves ministries, agencies, sovereign funds, and international bodies.
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Compare the EQOS Asia offers and request a 30-minute pre-diagnostic.
What do public institutions expect from a decision engine?
An institution needs more than a number. It needs to know where the figure comes from, who can reproduce it, and where the data sits. These expectations shape the questions that a procurement team or a board secretary asks before any pilot, and a decision engine earns its place by answering each of them in writing, before the first file is shared.
The enterprise page frames the answer around three commitments: data hosted in Singapore, traceability by design, and maximum confidentiality (EQOS Asia enterprise page, as of October 2026). The sections below take each point in turn and show how it applies to a ministry, an agency, or an investment body.
Which institutional decisions suit a decision engine?
The enterprise page lists strategic audits for ministries, public agencies, and international bodies in the region as a mission type, with Asia-Pacific sources prioritised. It also lists an ESG audit with a mathematical impact score across portfolios or programmes, and the valuation of portfolio assets for private equity, sovereign, and family investors (EQOS Asia enterprise page, as of October 2026).
These decisions share a structure: several countries, several currencies, and a board that must justify its choice. The equation is positioned for decisions with a strong systemic and geopolitical dimension, such as cross-border M&A, supply chain relocation, and multi-currency board steering (EQOS Asia enterprise page, as of October 2026).
How does a deterministic engine support AI governance?
The enterprise page explains that scores and verdicts come from a deterministic engine written in pure Python, so every result is reproducible and traceable. The AI-assisted research layer is disclosed and runs under systematic human review (EQOS Asia enterprise page, as of October 2026). An institution can document which part of a deliverable is computed and which part is drafted.
The method page adds that the Codex Universalis uses no AI, no learning, and no hidden probabilities, and that the statement reflects the applicable AI transparency requirements (EQOS Asia method page, as of October 2026). A deterministic verdict is arithmetic in place of a language-model inference, which carries an energy consequence documented in the Computational Sobriety study.
How does an investment body use a score across assets?
For a portfolio, the enterprise page describes the valuation of assets across Southeast Asia, India, and North Asia with 36-month value creation levers, priced as a Strategic Diagnostic at US$4,586 per asset plus Sentinel (EQOS Asia enterprise page, as of October 2026). Each asset receives a score on the same dimensions, so the board compares unlike holdings on one scale.
For programmes and impact, the ESG audit gives a mathematical score with a prioritisation by impact and sustainability, and the pricing page lists a state sovereign audit among the examples of a full Mapping at US$22,976 (EQOS Asia enterprise page and pricing grid, as of October 2026). The Mapping integrates 100% of the supplied data and delivers 10-year scenarios over 6 to 8 weeks.
A dedicated guide on sovereign wealth funds and decision discipline extends this view. It covers written criteria, the reproducible score as a record, the audit trail from data to recommendation, and the monitoring of weak signals, and it places the 24 Santiago Principles at the level of the fund beside the decision file.
How does a decision engine monitor weak signals for a board?
The enterprise page describes real-time weak-signal monitoring, with alerts on geopolitical, currency, trade-policy, and sector tipping thresholds, shown on a Comex Lambda dashboard (EQOS Asia enterprise page, as of October 2026). Sentinel premium covers this monitoring from US$2K per month, on a 6-month minimum commitment. The board then reads one dashboard in place of scattered reports.
The prediction pillar projects three trajectory scenarios at 30, 60, and 90 days, then at 6, 12, and 24 months, with estimated tipping dates (EQOS Asia method page, as of October 2026). Each month Sentinel re-measures the 9 dimensions, and quarterly review sessions keep the board aligned with the model (EQOS Asia pricing grid, as of October 2026).
Which offers fit an institution, from a Mapping to a Mission?
The enterprise page suggests a sequence: a Strategic Diagnostic at US$4,586 to test one topic, then Sentinel premium for continuous monitoring, then a Mission for M&A, restructuring, or an institutional mandate. The page lists sector modules at US$15K beside the Mission (EQOS Asia enterprise page, as of October 2026).
A Mission starts from US$100K over 12 months, includes Sentinel premium and the full catalogue of proprietary modules, and suits states, ministries, agencies, funds, and large groups. Payments for Mapping, Sentinel, and Mission run by bank transfer in US$, with quarterly instalments possible on a custom quote (EQOS Asia pricing grid, as of October 2026).
How does an institution start with the decision engine?
The enterprise page offers a 30-minute Comex briefing: a confidential presentation for a board, scheduled around UTC+8, under a reinforced NDA, with data hosted in Singapore (EQOS Asia enterprise page, as of October 2026). Institutions across ASEAN, Greater China, Japan, Korea, India, and the Gulf work with the same calendar.
The briefing identifies the first decision to score and the matching offer, whether a Strategic Diagnostic for one topic or a Mapping for a wider audit. The institution leaves the call with a clear read on its situation, and stopping there remains an option. The contact page confirms a reply within 24 hours on business days, and the exchange runs under a systematic NDA (EQOS Asia contact page, as of October 2026).
See also in this guide
Frequently asked questions
Can an institution reproduce a result?
Every verdict can be recomputed identically by a data scientist with access to the Codex under NDA, because the Codex Universalis is a deterministic core with no learning and no hidden probabilities. Reproducibility lets an audit office or a board secretary check a figure before it enters a paper (EQOS Asia method page, as of October 2026).
Where is institutional data hosted?
Data is hosted in Singapore, close to teams across UTC+8, and Asia-Pacific external sources are prioritised. A systematic NDA is signed before any exchange, and enterprise accounts receive a reinforced NDA, an isolated encrypted environment, and a clean room on request (EQOS Asia enterprise page, as of October 2026).
What does a ministry mission cost?
State and ministry missions start from US$100K, according to the enterprise page. A Mission runs for 12 months, includes Sentinel premium and the full catalogue of proprietary modules, and is built on a custom quote (EQOS Asia enterprise page and pricing grid, as of October 2026).
Does the engine use generative AI to compute scores?
Scores and numerical verdicts come exclusively from the deterministic Python engine, and a generative model never produces them. Research, drafting, and source checking are AI-assisted under systematic human review, with full review on Study, Diagnostic, Mapping, and Mission tiers (EQOS Asia method page, as of October 2026).
Test your knowledge
1. Where is the data of enterprise accounts hosted?
- Singapore
- Dubai
- Tokyo
Show the answer
Singapore.
2. From which price does a ministry mission start?
- US$4,586
- US$100K
- US$22,976
Show the answer
US$100K.
3. In which language is the deterministic engine written?
- Python
- Java
- Rust
Show the answer
Python.
4. On which horizons does the prediction pillar project scenarios?
- Daily only
- Yearly only
- 30, 60, 90 days then 6, 12, 24 months
Show the answer
30, 60, 90 days then 6, 12, 24 months.
5. How long does a Mission run?
- 3 months
- 12 months
- 6 weeks
Show the answer
12 months.
About the author
Stéphane Jambu
President, EQOS Forecast Asia
Stéphane Jambu leads EQOS Forecast Asia and works as a consultant in e-commerce, search visibility, and AI. LinkedIn profile
Sources: EQOS Asia enterprise page (eqos-asia.com/enterprise.html), method page (eqos-asia.com/method.html), pricing page (eqos-asia.com/pricing.html) and contact page (eqos-asia.com/contact.html), consulted on 21 October 2026. Page updated on 21 October 2026.