Saudi hosting and inference

rseen.ai Risk. Seen.

The credit file you can defend.

RSEEN builds the credit file from Arabic and English documents: every figure traced to its source, every table computed by a stated formula, every conflict between sources visible before the decision. The decision is the institution's.

RSEEN CORE RSEEN Core interface — scorecard with a computed grade RSEEN Core interface · synthetic case
The evidence contract
  1. 01 Review-ready output
  2. 02 Material fact
  3. 03 Source and page
  4. 04 Computed by formula
  5. 05 Visible conflict or evidence gap
  6. 06 Authorised human review
Institution-controlled keysSingle-tenant or on-premises deployment
In-Kingdomhosting and inference in production
AR + ENnative reading and analysis in both languages

RSEEN Core · the entry product

A complete workspace for evidence and analysis.

RSEEN Core returns a source-linked credit file: computed tables a reviewer can inspect line by line, conflicts surfaced before the file advances, and Playbook-configured analysis the credit committee can re-trace to source.
01 Ingest

Reads Arabic and English documents.

RSEEN Core reads digital text and scans in Arabic and English through native extraction, OCR and Saudi-hosted providers.

02 Analyse

Computes the numbers — and cites them.

Credit ratios and tables are computed from approved inputs using defined formulas. If evidence is insufficient, the scorecard withholds the grade instead of guessing.

03 Corroborate

Keeps conflicting sources visible.

Conflicting values and citations stay visible for the analyst instead of being silently averaged or chosen.

04 Govern

Routes the review you configure.

Role-based workflows route each review to its owner. Handoffs are attributable, and a changed file can reopen the review.

Inside the RSEEN Core interface.

RSEEN Core interface · synthetic case

A computed grade with weighted, source-backed pillars and deterministic stress scenarios.
Each value links to its document and page.
Right-to-left workspace with Arabic case context.
See the full interface inside RSEEN Core
How the platform fits

One platform. A complete entry product. Modules as the scope earns them.

Start with RSEEN Core as a complete sidecar product. Configure the institution's Playbook within RSEEN. Add modules as the institution's scope earns them.

01
Standalone entry product

RSEEN Core

A complete client-facing product for document intake, source-linked evidence, formula-computed analysis, visible conflict, evidence sufficiency and attributable human review.

02
Institution-owned method

Your Playbook

The Credit Control Blueprint produces the client-kept Playbook Specification and configures the Initial RSEEN Core Configuration Baseline.

03
Core modules and the first named module

Modules

The borrower document room and connectors are RSEEN Core modules. First named module: Equipment Financing. Origination workflow modules are planned and scoped with each institution.

See the modules

Keep the systems and authority you trust. Add RSEEN Core beside them. One platform throughout.

Shared-responsibility boundary

A security boundary your team can inspect.

Data never leaves Saudi Arabia. Keys stay with the institution. The map shows where each layer runs and who owns the decision.

Platform controls Deployment choices

Institution boundary

Decision and operating authority Identity, authority, keys, data policy and the credit decision

RSEEN platform boundary

RSEEN Core Complete standalone interface for documents, evidence, computation, conflict, review and outputs
Approved Playbook Source hierarchy, calculations, evidence requirements, exceptions and authority model
Workflow modules · planned Planned workflow modules, scoped with each institution

Optional providers and connectors

Documented routes Inference, OCR, messaging, signing and client systems

Built into RSEEN

  • Request bound to case, provenance and execution route
  • Traceable case result or clear stop reason
  • Credit tables computed by formula, with any withheld grade visible
  • RSEEN Core works as a standalone product; further modules are planned and scoped with each institution

Configured for the institution

  • Identity, roles, key custody and storage
  • Provider eligibility, residency, egress and logs
  • Backup, restore and recovery objectives
  • Support, break-glass, retention, exit and connectors

RSEEN keeps an append-only, attributable audit trail of the supported credit workflow—who did what, when, and against which evidence. It is written for its readers: internal audit, the credit risk committee, and the SAMA supervisory examiner following one figure from source to decision.

The map keeps responsibility clear from evidence and computation through workflow and credit decision.

Built for the people who carry the decision

One evidence path, three points of view.

01 · Policy rules and calculations

Credit underwriting

Financial spreading, ratios and policy tests computed from source-linked inputs under the rules of the institution itself.

See RSEEN Core

02 · Override audits and explainability

Risk and CRO offices

Every override and review action is attributable in an append-only trail, and each result can explain the evidence behind it.

Inspect the method

03 · Saudi residency, tenant isolation, keys

Technology and security

Data never leaves Saudi Arabia. Keys stay with the institution. RSEEN runs single-tenant or on-premises, with application and inference data in-Kingdom.

Review the boundary

From fit to activation

A clear path from first fit to live use.

Assess the fit, inspect one authorised file, map the controls, measure the pilot, then activate the scope that earns its place.

  1. 01

    Fit assessment

    Identify the credit workflow where evidence controls can create the most value.

  2. 02

    Same-file evidence session

    Inspect one authorised representative file after file authority and the handling boundary are agreed.

  3. 03

    RSEEN Credit Control Blueprint

    A paid, fixed-scope engagement, typically four to eight weeks when the institution's working team, access and environment are in place, that produces the client-kept Playbook Specification, a working, versioned Initial RSEEN Core Configuration Baseline and a Scope Gap Register.

  4. 04

    Measured pilot

    Test the agreed workflow on a defined case set and clear success measures.

  5. 05

    Activation

    Activate RSEEN Core, standalone or connected to the systems you run. Further modules follow the measured case.

Diligence questions

Eight questions to ask any vendor in this category.

  1. Can every material figure open its source document and page?

    LIVE Yes: material facts carry the document, page and snippet they came from.

  2. Which formula produced this table, and which version of it?

    LIVE Defined tables are computed by formula; the applied formula version stays inspectable.

  3. What happens when two sources disagree?

    LIVE Both values stay visible with their sources until an authorised reviewer records a disposition.

  4. What happens when the evidence is thin?

    LIVE Under the configured evidence rule the scorecard can withhold the overall grade, and the missing input is shown.

  5. Who overrode what, and why?

    LIVE Every override and review action is attributable in an append-only trail, with the reason recorded.

  6. Where does the data run and rest?

    LIVE Data never leaves Saudi Arabia.

  7. Who holds the keys?

    LIVE The institution, through its own key-management system or HSM.

  8. Does it read Arabic documents, or only show an Arabic interface?

    LIVE Both, and they are separate claims: Arabic and English documents are read through native extraction and OCR; extraction accuracy is measured on the institution's own corpus.

Fit assessment

Is RSEEN a fit for your credit workflow?

Where RSEEN stands today: a limited paid implementation with a SAMA-licensed financing company; a second SAMA-licensed financing company in scoping under NDA; and a CMA-regulated investment firm in pre-pilot scoping.

How implementation starts

  1. A configured Core baseline

    Your Playbook rules, formulas and the agreed evidence-sufficiency condition configured and proven in a real RSEEN Core workspace.

  2. A named working team

    Named credit, IT and security counterparts on both sides, with an agreed decision owner.

  3. Discovery on your documents

    We map your file types, sources and review path against the configured baseline.

  4. A feedback cycle you can audit

    Each review round records what changed, who decided, and what it means for scope.

  5. Success measures agreed in advance

    Qualitative acceptance criteria fixed before the work starts — no targets attached after the fact.

Share in this request
  • Your work contact details and institution
  • A non-confidential description of the corporate-credit workflow or evidence problem
  • The roles involved and the target deployment context, if known
What happens next
  • A focused fit and discovery conversation
  • A recommended path to an evidence session, Blueprint or stop decision
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GulfBoost is the parent company behind RSEEN — a Saudi enterprise technology firm operating in-Kingdom since 2014. RSEEN is its flagship product.