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Eigenflow Pro · Agentic Intelligence for Private Capital

Autonomous Intelligence.
Cryptographic Integrity.
Private Capital.

Eigenflow Pro deploys a sovereign AI Agent across your fund stack — continuously reasoning over live custodian data, generating cryptographically attested portfolio signals, and executing structured intelligence workflows without exposing underlying records to any counterparty.

General Partners DPI optimization · Exit path detection · IC automation Limited Partners Secondary pricing · NAV intelligence · Deal signals Advisors Mandate analytics · Benchmarking · LP network mapping
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eigenflow-pro · sovereign-agent · zk-mode REASONING
// Eigenflow Sovereign Agent v3.1 — Active Reasoning Loop
// ZK-Proof Mode · Homomorphic Compute · Custodian-Sync
INGEST Encrypted custodian feed received · 47 positions · AES-256-GCM
REASON ⟳ Analysing DPI trajectory × market comp × LP allocation cycles…
ZK Generating proof π for NAV computation — data remains sealed
SIGNAL ⚑ Exit path identified — Portfolio C · IPO probability 74% · conf. 0.91
PRICE Secondary bid 0.87× NAV · Base IRR 14.2% · Margin of Safety: 13%
DRAFT IC memorandum generated · 3 LPs queued · Outreach sequenced
ATTEST ✓ ZK proof verified on-chain · Raw data never exposed · Audit-ready
▊
Reasoning
0.88
Confidence
0.91
ZK Proof
✓

Platform Architecture

Four-Layer Institutional Stack.

A vertically integrated intelligence platform — from sealed fund data through agentic AI analytics to cryptographically attested outputs. Every layer is permissioned, encrypted, and role-segregated.

Data flows upward. Intelligence flows downward. No layer exposes raw data to the layer above it.

GPs
LPs
Advisors
← Authorised principals receive attested outputs only
01 Application Layer
GP Portal
LP Portal
Fundraising
Secondaries
Liquidity Marketplace
Processed intelligence only
02 Analytics Layer
Performance Analytics
NAV & Valuation Models
Portfolio Signals · AI
Benchmarking
Anonymised, encrypted feeds
03 Data Layer
Cap Tables
Fund Accounting
Portfolio KPIs
Investor Records
Deal & Market Data
API-level access · permissioned
04 Infrastructure Eliminating the 'Human-in-the-Middle' Risk
APIs / Data Pipelines
Zero-Knowledge Cryptography
End-to-End Encryption
Identity & Permissions
Immutable Audit Trails

GP Portal

Accelerate Capital Velocity.
AI-Driven Exit Intelligence.

The GP Portal delivers continuous portfolio surveillance, distribution optimisation, and exit-path analytics — synchronised directly with custodian data pipelines. All synthesis is performed by the AI engine; no analyst accesses underlying position data.

  • Exit Path Detection Continuous identification of IPO windows, M&A catalysts, and recapitalisation opportunities across portfolio positions
  • DPI Acceleration & Liquidity Synthesis Real-time distribution waterfall recalculation — continuous liquidity synthesis as capital events flow through fund accounting
  • IC Memorandum Generation Automated preparation of investment committee materials from live custodian signals — draft-ready without manual data extraction
  • LP Re-Engagement Engine Allocation-cycle-aware flagging of LPs for targeted capital outreach, sequenced by commitment history and mandate fit
GP Analytics Dashboard · AI Agent Live
09:14 ⚑
Exit path identified — Portfolio C
IPO window probability 74% · Q3 2026 · IC memorandum prepared
ACTION
09:12 ◈
DPI waterfall recalculated — Fund II
1.84× → 1.91× following Q1 distribution processing
UPDATE
08:55 ◈
3 LPs identified for re-engagement
Allocation-cycle analysis complete · Soft-circle window open Q2
OUTREACH
08:30 ✓
Custodian synchronisation complete
47 positions verified · Cryptographic attestation confirmed · Data sealed
ATTESTED
Eigenflow Pro — GP Analytics Dashboard
GP Analytics Dashboard · Live View
LP Secondary Pricing Engine · AI Agent Live
ScenarioDiscountIRRRecommendation
Upside 0.96× NAV 18.2% PROCEED
Base ★ 0.87× NAV 14.2% COUNTER
Stress 0.74× NAV 8.6% DECLINE
Margin of Safety · Bid Floor Analysis
0.87×
0.60×0.80×1.00×1.20×
Eigenflow Pro — LP Secondary Pricing Engine
LP Secondary Pricing Engine · Live View

LP Portal

Secondary Pricing Intelligence.
Regulatory-Grade Data Controls.

The LP Portal delivers real-time NAV adjustments, scenario-based discount modelling, and AI-generated transaction recommendations — without exposing underlying portfolio data to any counterparty. All outputs are cryptographically attested.

  • Discount vs. DPI Mapping Secondary discount benchmarked against live DPI trajectory and fund-level distribution history in real time
  • Scenario Modelling Upside, base-case, and stress pricing with dynamic margin-of-safety floor — recalculated as market conditions update
  • Transaction Recommendations Proceed, Counter, or Decline — AI-generated signals based on CRE tail risk, liquidity forecasts, and IRR thresholds
  • Synthetic Secondary Oracle Continuous oracle pricing from NAV, expected IRR, and fund-level dynamics — ZK-attested, undisclosed to counterparties

Synthetic Secondary Oracle

Oracle Price = ƒ(NAV, IRRexp, Πfund) → ZK-Attested

Eigenflow's Synthetic Secondary Oracle computes real-time secondary pricing from live custodian data — cryptographically attested and aligned with IFRS/GAAP valuation standards at the cryptographic layer. Verified Truth, not estimates.

Sovereign AI Agent

Agentic Intelligence.
Not Automation.

Eigenflow Pro deploys a continuously reasoning AI Agent — not a rule-based workflow or a static model. It forms hypotheses, retrieves evidence, scores confidence, and generates cryptographically attested outputs through a traceable, reproducible reasoning chain. Every cycle is logged. Every output is verifiable.

01
Encrypted Ingestion
Custodian data arrives via authenticated API pipeline. AES-256-GCM encrypted at rest and in transit. The agent operates on ciphertext — raw records remain sealed throughout.
AES-256-GCMmTLS TransportKey Escrow
↓
02
Agentic Reasoning Loop
The agent runs a multi-step reasoning loop: hypothesis formation → evidence retrieval → cross-dimensional correlation → confidence scoring. Each reasoning cycle is logged, traceable, and reproducible.
Ingest→ Reason→ Correlate→ Score→ Synthesise
↓
03
Zero-Knowledge Proof Generation
Before any output is surfaced, the agent generates a ZK proof attesting that computations were performed correctly over sealed inputs. The proof is verifiable by any counterparty without revealing underlying data.
zk-SNARKGroth16On-Chain Attestation
↓
04
Attested Output Delivery
Verified intelligence — performance signals, secondary pricing, IC memoranda — is delivered to authorised portals with cryptographic signatures. Every output is audit-ready and institution-grade.
GP PortalLP PortalAdvisor Dashboard
AI Agent · Live Reasoning State ACTIVE CYCLE
Current Task Exit path analysis — Portfolio C
Reasoning Depth
Step 4 / 7
Confidence Score
0.91
ZK Proof Status ⟳ Generating proof π(x, w) — Groth16 circuit
Data Exposure ✓ Sealed — zero raw data access
Recent Agent Outputs
⚑
Exit path identified — Portfolio C
conf: 0.91 · zk: verified · time: 09:14
◈
DPI waterfall recalculated — 1.91×
conf: 0.99 · zk: verified · time: 09:12
◈
Secondary bid: 0.87× NAV · COUNTER
conf: 0.87 · zk: verified · time: 08:58

Advisors

Placement-Grade Analytics
for Capital Intermediaries.

Purpose-built for placement agents and capital advisors: mandate-level analytics, LP network mapping, and benchmarking across primary and secondary markets.

◈

Mandate Analytics

Track fundraising velocity, soft-circle progression, and allocation-cycle positioning across active mandates.

⬡

LP Network Intelligence

AI-driven mapping of LP allocation cycles, commitment history, and mandate fit — across endowments, pension funds, SWFs, and family offices.

⇄

Cross-Market Benchmarking

Fund performance benchmarked against peer cohorts and Jefferies market averages — updated in real time as custodian data flows in.

AI × Cryptography

Intelligence Without Exposure.
Verifiability Without Disclosure.

Eigenflow Pro sits at the convergence of agentic AI and modern cryptography. The AI Agent reasons over fund data. Cryptographic primitives ensure that reasoning produces verifiable, tamper-evident outputs — without any party gaining access to the underlying records. This is not a policy. It is a mathematical guarantee.

⬡

Zero-Knowledge Proofs

zk-SNARK · Groth16 · Plonk

The AI Agent generates a mathematical proof that a computation (e.g., NAV calculation, DPI waterfall) was executed correctly over sealed inputs — verifiable by any party without revealing the inputs.

π = Prove(x, w) → Verify(π, x) = ✓
⊕

Homomorphic Computation

Partial HE · CKKS Scheme

Portfolio analytics — benchmarking, IRR aggregation, peer comparison — are computed directly on encrypted data. The engine never decrypts; the result emerges from ciphertext arithmetic.

Eval(Enc(x), Enc(y)) = Enc(f(x,y))
⇄

Multi-Party Computation

Threshold MPC · Shamir Secret Sharing

Cross-fund benchmarking and LP network analysis are performed through MPC protocols — enabling collective computation across institutional data sets without any party revealing its inputs to another.

f(x₁, x₂, …, xₙ) — no xᵢ disclosed
◈

On-Chain Attestation

Ethereum · EIP-712 · Merkle Proofs

Cryptographic attestations of AI-generated outputs are anchored on-chain. GPs, LPs, and regulators can verify the integrity of any portfolio signal or valuation output against the on-chain commitment — without accessing fund data.

H(output) → anchored on-chain · immutable
🔑

Role-Based Key Management

Hierarchical Deterministic Keys · HSM

Cryptographic access to each data layer is governed by role-specific key hierarchies. GP, LP, and Advisor roles hold distinct key derivations — structural separation enforced at the cryptographic layer, not the application layer.

K_role = HKDF(master, role_context)
∑

Verifiable AI Inference

ZKML · Ezkl · Risc Zero

AI model inference itself is subject to zero-knowledge verification. Eigenflow Pro can produce a ZK proof that a given output was generated by a specific, audited model version — enabling cryptographic auditability of AI decision-making.

zkProof(model, input) → verified output

The Convergence Thesis

Institutional private capital has historically operated on trust — in counterparties, auditors, and intermediaries. Eigenflow Pro replaces trust with cryptographic proof. The AI Agent provides autonomous intelligence. The cryptographic stack provides mathematical integrity. Together: intelligence is agentic, outputs are on-chain verifiable, and data sovereignty is a structural guarantee — not a policy.

0raw data points exposed to any counterparty, at any stage
100%of intelligence outputs cryptographically attested before delivery
∞verifiability — any party, any time, zero disclosure required

Tiered Intelligence Architecture

Three Layers of Verified Truth.

Eigenflow Pro structures intelligence access in three cryptographically enforced tiers — each layer revealing progressively more granular intelligence to progressively more credentialled principals. We don't just provide analytics; we provide Verified Truth that aligns with IFRS/GAAP standards at the cryptographic layer.

01
Public

Performance Velocity

Macro-level fund performance anchors — DPI trajectories, NAV benchmarks, and peer comparisons. All data is anonymised, encrypted, and cryptographically sealed. No underlying position data is accessible at this layer.

◈ DPI Waterfall — anonymised anchor
◈ NAV Trajectory — peer-benchmarked
◈ Vintage-year cohort analysis
◈ Jefferies market average overlay
ZK-Anchored · No raw data
02
Attested

AI Reasoning Chain

The AI Agent's full reasoning chain — the traceable, step-by-step logic behind each signal. Counterparties can verify why the Agent concluded "Portfolio C should exit" without accessing the underlying contract amounts or custodian records.

⟳ Hypothesis formation — visible
⟳ Evidence chain — attested steps
⟳ Confidence score — ZK-verified
⚑ Exit signal — logic disclosed, data sealed
ZK-SNARK · Groth16 · On-Chain
03
Private

Final IC Memo

The complete, unredacted Investment Committee memorandum — contract amounts, position details, and distribution waterfall. Accessible exclusively to the GP holding the authorised private key. Encrypted at rest, decryptable only on-device.

🔒 Full IC memo — private key only
🔒 Contract amounts — GP-decrypted
🔒 Position-level data — sealed vault
✓ Immutable Audit Trail — tamper-evident
HD-Key · AES-256 · On-Device Decrypt
◈

Immutable Audit Trails

Every AI-generated signal, proof, and output is cryptographically committed on-chain at the moment of generation. The audit trail is append-only, tamper-evident, and accessible to authorised regulators and auditors — without exposing underlying fund data. Verified Truth, aligned with IFRS/GAAP standards at the cryptographic layer.

Platform Capabilities

Core Intelligence Modules.

Module AI Engine Function Primary Metric Data Governance
Active Portfolio Surveillance Continuous identification of IPO, M&A, and recapitalisation events DPI Acceleration · Liquidity Synthesis ZK Attested
Secondary Pricing Engine NAV-adjusted pricing benchmarked against peer funds and Jefferies market averages Precision IRR / NAV ZK Attested
Cryptographic Data Layer End-to-end encryption with zero-knowledge proof generation for all data outputs Data Integrity ZK Attested
Portfolio Vitality Index NAV trajectory, peer benchmarking, and performance velocity recalculation Performance Velocity ZK Attested
IC Memorandum Automation Draft-ready investment committee materials generated from live custodian signals Distribution Speed ZK Attested
LP Transaction Signals Proceed / Counter / Decline recommendations derived from CRE tail risk and IRR modelling Margin of Safety ZK Attested

Leadership

The Team.

Chief Executive Officer

Abbie R. Lee

Partner-led mandate execution across primary fundraising, GP-led secondaries, and LP liquidity. Institutional relationships across North America, Europe, and Asia-Pacific.

info@eigenflow.pro →
Chief Technology Officer

Xiaolong Luo

AI systems architecture, cryptographic protocol design, and institutional-grade platform engineering. Zero-knowledge systems and agentic intelligence for private capital markets.

info@eigenflow.pro →

Institutional Access

Purpose-built for institutional private capital.

Eigenflow Pro is deployed on a mandate-only basis, in conjunction with active placement engagements managed by Eigenflow Capital Advisory. Access is available to GPs, LPs, and accredited capital advisors operating in the private markets ecosystem.

GP Access Portfolio surveillance · Exit path detection · IC memorandum automation info@eigenflow.pro → LP Access Secondary pricing intelligence · NAV analytics · Transaction recommendations info@eigenflow.pro → Advisor Access Mandate analytics · LP network intelligence · Cross-market benchmarking info@eigenflow.pro →

Eigenflow Capital Advisory

Eigenflow Pro is built and maintained by Eigenflow Capital Advisory — a partner-led placement firm with active mandates across primary fundraising, GP-led secondaries, and LP liquidity transactions.

eigenflow.pro ↗

Request Institutional Demo

All information is held in strict confidence. Platform access is subject to institutional eligibility review.