Sagolik Institutional · Proposed product
AbrahamMoses Decision Twin
Evidence Today. Wisdom Tomorrow. A structured intelligence system for decisions that must withstand scrutiny. It models a decision, not a person.
Evidence informs. Humans decide. The system preserves the reasoning.
Implementation status
What exists today
The Decision Twin is a proposed product. Today it exists only as a public demonstration on one fictional private credit case: the Decision Room and its synthetic Decision Passports. There are no private workspaces, accounts, customers or customer data. No bank, fund or institution has reviewed, validated or used it, and it holds no certification. The only thing for sale is a paid pilot reservation: the 90-day pilot starts once private workspaces are available.
A Decision Twin is a digital representation of one decision: its evidence, assumptions, alternatives, risks and approvals, kept as a versioned record of why it was justified, what could invalidate it and who approves it. It models a decision, not a person.
Architecture
Six layers, and which are demonstrated now
The six layers of the Decision Twin and their status| Layer | What it does | Status | Today |
|---|
| 1. Data ingestion | Authorized PDFs, contracts, financial statements, papers, APIs and datasets. | Planned | No upload or connector exists. The Decision Room uses 10 fixed synthetic documents written into the code. |
| 2. Evidence engine | Atomic claims, passages, citation checks and provenance. | Partly demonstrated | Operational for the public AbrahamMoses research record (claims, sources, revisions). In the Decision Room each synthetic document has a stable ID and SHA-256 hash. |
| 3. Decision Twin graph | Links the decision to claims, assumptions, calculations, counterarguments and alternatives. | Demonstrated (synthetic) | Dependency graph for one synthetic case; changing an input recalculates only its dependents. |
| 4. Analysis and simulation | Deterministic calculations plus controlled AI: scenarios, challenges and contradictions. | Partly demonstrated | Deterministic calculations, scenarios, rule-based Adversarial Chamber and Contradiction Map are demonstrated. No AI is used in the Decision Room. |
| 5. Governance and approval | Routes to authorized humans, keeps version history, records approvals and objections. | Planned | No accounts, roles or approvals exist. The demonstration shows where human judgment is needed and never records an approval. |
| 6. Decision Passport | Reproducible record of sources, assumptions, calculations, review history and integrity metadata. | Demonstrated (synthetic) | Stateless, synthetic passports with a SHA-256 hash and JSON, Markdown and print exports. Reviewer: none (simulated decision). |
AI interpretations, when they are added, will stay distinguishable from verified information and from deterministic calculations. The demonstration uses no AI.
Configuration
Per decision, and per workspace
Each decision carries its own configuration: the objective, the evidence standard, which assumptions are fixed, adjustable or disputed, the approval policy (propose, review, reject, approve), escalation rules for missing or contradictory evidence and monitoring triggers. It is saved with every version so the decision can be reproduced. The Decision Room shows it for the synthetic case, and every Decision Passport contains a snapshot.
Default workspace settings (planned for private workspaces; read-only)
No private workspace exists yet; these defaults are not in effect anywhere.
- Workspace visibility
- Private
- Access control
- Role-based, least privilege
- Tenant separation
- Strict
- AI providers
- Approved providers only
- Data region
- Customer-selected supported region
- Source permissions
- Per document and per user
- Automated decisions
- Disabled
- Consequential actions
- Human approval required
- High-risk decisions
- Two-person review
- Audit log
- Tamper-evident, on
- Retention
- Customer-configurable
- Training on customer content
- No, unless explicitly authorized
- Evidence monitoring
- Opt-in, scoped to named sources
- Export
- Role-restricted
- External integrations
- Off until authorized
Two environments
AbrahamMoses Scholarly and Sagolik Institutional
AbrahamMoses Scholarly is the public research record on this site. Sagolik Institutional, the proposed home of the Decision Twin, would hold confidential data under governance, simulations, controlled integrations and contractual service levels. They would share technology but keep access, data and editorial responsibility separate; religious research can be sensitive, so public and institutional workspaces stay apart. More on the difference.
Legal status
Decision support, not a decision
- The Decision Twin is decision support only. The customer keeps full responsibility for its decisions.
- Human oversight has to be meaningful: an approval button alone is not oversight. The system may propose; review, rejection and approval are human actions.
- A Decision Passport is an evidentiary and governance record. It is not a binding decision, an audit opinion, a regulatory approval or a certification. Its hash shows the record is unchanged, not that it is correct.
- It is not regulated financial, legal or investment advice.
- No DORA assessment, regulatory approval or certification is claimed. Use by a financial institution would first need its own ICT third-party risk, outsourcing and data-protection assessments and a written agreement.
Prices exclude VAT; the seller is not VAT-registered. The pilot is a paid reservation that starts once private workspaces are available.
Public institutional demonstration ready — private client onboarding not authorized.
Pilot
€9,500 one-off reservation, 90-day pilot
- One private workspace
- Up to 10 users
- Onboarding
Reserve a pilot
Reservation: the 90-day pilot starts only when private institutional workspaces exist; the start date is agreed with you in writing.
By reserving you accept the Terms of Sale (not reviewed by a lawyer). Full refund on request if the pilot has not started within 90 days of payment. Questions first? Ask us by email.
Institutional
€2,900 per month, billed annually
- Unlimited Decision Twins
- 25 users
- Exports and API access
Talk to us
Enterprise
Custom by agreement
- Choice of data region
- Single sign-on (SSO)
- Service-level agreement
- Contract terms for banks, including DORA requirements
Talk to us
Seller: Sagolik, Halmstad, Sweden. Contact: markus@sagolik.com. Prices exclude VAT; the seller is not VAT-registered. A pilot is a paid reservation that starts once private workspaces are available; payment is taken by Stripe, which issues the receipt. Decision support only: the customer keeps responsibility for its decisions, and a Decision Passport is not a binding decision, audit opinion, regulatory approval or certification. No DORA assessment or regulatory approval is claimed; a written agreement is required before any client data is used.
Open the Decision Room (synthetic demonstration)