Financial intelligence infrastructure

Every transaction.
Traceable.
Every decision. Sealed.

A loan officer uploads a bank statement. In 10 minutes, Parity returns a classified, reconciled, auditable financial profile they can defend to any credit committee.

Creating the financial language for emerging markets — no black box, every output open, deterministic, and sealed.

Request a demo → Read the science ↓
P/ / GBFUND · DEAL-047 · REVIEW
AM · ANALYST
SEALED · a4c91f3b… · 1,247 TX · PARITY · DETERMINISTIC
DETERMINISTIC
Operations
⊞ Dashboard
≡ Deals 04
Intelligence
◎ Parity Review
⊂ Benchmarks
○ Portfolio
Classified transactions · Apr 2026
Revenue
4.2M
Accuracy
94%
Review
78
DateDescriptionAmountRole
15 AprJIINUE LOAN REPMT−276,178loan_repayment
14 AprBUILDEX SUPPLIES+842,500revenue_op…
13 AprKRA P9 PAYMENT−48,200tax_payment
12 AprCO TRANSFER 207×–needs_review
>_
Game changer. I haven't come across a tool that does this — it reconciles the audited statements against actual bank transactions and explains every single variance.
Anthony M. · GBFund · Nairobi · April 2026 pilot · 1,247 transactions validated
Not projections — production numbers
166K+
Transactions classified
94%
Auto-classification accuracy
27
Financial roles · ontology v2.0
5
African markets · active
How Parity works
Four layers. One sealed record.

From raw bank statement to certified benchmark percentile — every step deterministic, every output independently verifiable.

01 · CLASSIFY
Deterministic engine

Every transaction mapped to 1 of 27 financial roles. Keyword + direction + threshold + pattern. Integer arithmetic only. No rounding, no ML inference anywhere in the pipeline.

97–99% RUNG-1 ACCURACY
02 · REVIEW
Intelligence record

Query the classified record by type: computation, classification, pattern. Every answer source-attributed. Analyst overrides logged, system learns, never repeats the same error.

SHA256 · IMMUTABLE AUDIT LOG
03 · BENCHMARK
Sealed cohort percentiles

Every deal benchmarked against a sealed, hashed peer cohort. Income quality, obligation behaviour, entity concentration — independently verifiable by any co-investor or DFI.

CO-INVESTOR VERIFIABLE
04 · PORTFOLIO
Infrastructure intelligence

Cross-deal entity networks. Sector alpha. Behaviour pattern clusters. The knowledge compounds — each resolved classification feeds the corpus, raising accuracy for every institution.

ONTOLOGY v2.0 · FLYWHEEL
Parity Science
Deductive.
Never just inductive.

Most financial analysis tools guess. When they are uncertain, they pick the most likely answer and move on. Parity does not guess — ever. If a transaction cannot be classified with certainty from direct evidence, it surfaces as needs_review with a specific, honest reason. That is not a limitation. It is the foundation of a decision any credit committee can defend.

Capital decisioning in emerging markets defaults to inductive reasoning — a decade of expertise locked in one analyst's head, untransmissible, impossible to validate at scale.

Parity's formal ontology is the project of making that knowledge deductive. Every classification either has direct keyword evidence — certain — or surfaces as needs_review with an honest, specific reason. No false confidence anywhere in the pipeline.

Every classification traceable to a rule. No exceptions.
1
Rung 1 — Deductive
Keyword or instrument name directly present. Direction confirmed. Output is a certain, confirmed role.
→ loan_repayment · 97–99% accuracy · no analyst action
2
Rung 2 — Pattern-inferred
Behavioural pattern observed across multiple transactions. Consistent with proposed role but not keyword-confirmed.
→ needs_review · hint: "bidirectional entity — possible loan"
3
Rung 3 — Fallthrough
No keyword, no clear pattern. Analyst applies context and resolves. Resolution feeds the corpus, raises accuracy for all.
→ needs_review · trigger: no_keyword_match
The sealed record
Every snapshot.
Independently verifiable.

When Parity seals a benchmark, it produces a cryptographic hash of the entire classified dataset. Any co-investor, DFI, or auditor can verify that reported percentiles were computed against an unaltered, sealed population.

No account needed. No entity data exposed. A hash match confirms the analysis — full stop.

When a fund shares a Parity certificate with a co-investor or DFI, that investor can verify the entire analysis was run against an unaltered dataset — without seeing a single borrower name or transaction detail.

Immutable — the hash changes if a single transaction changes
Open verification — paritytunnel.com/verify · no login required
No entity data exposed — only the hash is public
P/ PARITY · CERTIFICATE
SEALED
InstitutionGBFund
Deal referenceDEAL-047
Transactions1,247
PeriodJan–Apr 2026
MethodINTEGER · DETERMINISTIC · PARITY
Revenue percentile78th · Wholesale sector
SHA256 · Dataset seal
a4c91f3b8d2ec1f0b4a7
e2d3f8a9b1c4e7f2a0d3
9e8b7a6c5d4f3e2b1a09
Verified · paritytunnel.com/verify · no login
Pan-African coverage
Where Parity runs.

Seven bank parsers live in Kenya. Four markets opening through 2026 with on-premise architecture ready for data-sovereign environments.

Active
Kenya
KCB · Equity Bank
Family · Co-op · ABSA
Stanbic · M-Pesa
Parser Q2 2026
Uganda
Parser deployment
underway
Parser in development
Ghana
GCB · Ecobank
Fidelity Bank
Engagement active
Zambia
ZANACO · Stanbic
FNB Zambia
Architecture ready
Ethiopia
Data sovereignty
On-premise deploy
The team
Who builds Parity.

Operators who have spent careers inside African financial infrastructure — building it, breaking it, and understanding where it fails borrowers.

Mbakaya Weever
Founder & CEO
Mbakaya Weever
Co-founder · Parity
Former CPO · Uncap, Munich
Credit infrastructure across 80+ African investees
Founded Sarami · exited
Built in Nairobi
linkedin.com/in/mbakaya-weever →
Albert Ngumba
Strategic Advisor · Market Expansion
Albert Ngumba
Pan-African Market Lead
Former COO · Cellulant
14 years Pan-African fintech infrastructure
Board advisor across East & West Africa
Nairobi · Lagos · Accra
linkedin.com/in/albertngumba →
Partnership & contact
Work with Parity
across your portfolio.

We work directly with credit funds, DFIs, and debt platforms that want to deploy Parity across their deal pipeline. If you are evaluating Parity for institutional use, start here.

Bulk deal pricing for funds processing 10+ deals per quarter
White-label deployment for fintech lenders
Data partnership and co-investment in new market parsers
DFI technical assistance — capacity building for partner institutions
Get in touch
Or email us directly: request@paritytunnel.com
Request a demo

Bring your statements.
We'll process them live.

Send us one of your bank statements. We'll classify it, reconcile it against your declared applications, and show you the results in 10 minutes — on your actual data, not a demo dataset.

No account needed · no commitment · Mbakaya responds personally within 24 hours