Investment Research Agentic AI · Architecture v2.1 · Princeton, NJ

The Research Intelligence
Layer Your
Investment Platform
Is Missing

Seven AI agents. Five peer data sources. Mandatory analyst sign-off.

CAIBots plugs into your existing Bloomberg, FactSet, or Refinitiv workflow as the research intelligence layer — running all fundamental analysis, valuation, and regulatory documentation before a note reaches the Portfolio Manager's desk.

7
Sub-Agents
Parallel
5
Source Tools
Equal Authority
3.7s
Pipeline
Runtime
99.86%
Faster Than
Manual
$0.02
Cost Per
Research Note
REG FD CompliantMiFID II ResearchSR 11-7 Model GovernanceFINRA Rule 2241Bloomberg IntegrationFactSet IntegrationRefinitiv EikonSEC EDGAR LiveParallel Agent ExecutionMandatory Analyst HITLEarnings Flash NotesCoverage InitiationRating Change AlertsM&A Event-DrivenActivist 13D FilingPerpetual Portfolio MonitorPinecone Vector RAGNeo4j Knowledge GraphSnowflake SQL IntelligenceDCF & Comparable AnalysisSentiment NLP 300+ SourcesMacro Regime DetectionREG FD CompliantMiFID II ResearchSR 11-7 Model GovernanceFINRA Rule 2241Bloomberg IntegrationFactSet IntegrationRefinitiv EikonSEC EDGAR LiveParallel Agent ExecutionMandatory Analyst HITLEarnings Flash NotesCoverage InitiationRating Change AlertsM&A Event-DrivenActivist 13D FilingPerpetual Portfolio MonitorPinecone Vector RAGNeo4j Knowledge GraphSnowflake SQL IntelligenceDCF & Comparable AnalysisSentiment NLP 300+ SourcesMacro Regime Detection
ROI Calculator

Your Numbers, Not Ours

How this works

Enter your team size, note workload, and analyst cost. The calculator shows how much analyst time CAIBots reclaims — capped at what your team can actually produce today — and what that time is worth at your rates.

analyst headcount
flash ~2h · update ~8h · initiation ~40h
across full coverage universe
salary + benefits + overhead
Team capacity on notes
Analyst Hours Freed / yr
hrs/mo reclaimed
Capped at what your team physically produces today
Cost per Note — Now vs AI
$0.02
cheaper per note (API cost only)
Analyst hrs × $/hr vs AI cost. See Full ROI Model for platform-inclusive cost/note.
Value of Freed Analyst Time / yr
capacity for additional coverage
Freed hours × $/hr — not cost savings, capacity gains

Hours capped at team capacity · Value = freed hrs × $/hr · $0.02 = API cost only · Not a guarantee

Three Simultaneous
Research Horizons

Unlike traditional research workflows that process one analyst request at a time, CAIBots runs three research pipelines simultaneously — reactive, monitoring, and coverage — always on, never missing an event.

Horizon 1 · Reactive
Event-Triggered
Flash Notes

Fires on earnings releases, rating changes, M&A announcements, activist filings. Produces a complete research note in 3.7 seconds — before the market opens.

Earnings · Downgrades · M&A · 13D · FOMC
Horizon 2 · Monitoring
Perpetual Portfolio
Conviction Drift

Continuously monitors all portfolio positions for conviction drift, sentiment shifts, and macro regime changes. Alerts PM when a thesis requires re-evaluation.

pKYC-style monitoring · Real-time alerts · Score drift
Horizon 3 · Coverage
Initiation & IC
Committee Memos

Produces full initiation coverage reports and IC Committee memos with DCF models, comparable company analysis, and sector context for new position decisions.

Initiation · IC Memo · DCF · Comparables

7 Sub-Agents Running
in Parallel

When a trigger fires, the orchestrator dispatches all seven sub-agents simultaneously — not sequentially — producing a complete, multi-dimensional research note in under 4 seconds.

FUNDAMENTAL
Fundamental Agent
SEC EDGAR · Bloomberg · FactSet · Refinitiv
Analyzes 10-K, 10-Q, and 8-K filings in real time. Computes revenue trends, margin trajectory, balance sheet quality, and free cash flow sustainability. Flags guidance changes and earnings surprises.
VALUATION
Valuation Agent
Bloomberg · FactSet Estimates · Comparable Universe
Runs DCF, EV/EBITDA, P/E, P/S, and EV/FCF models simultaneously. Computes sector-normalized comparables. Outputs a price target with upside/downside scenario framework and bear/base/bull case.
SENTIMENT
Sentiment Agent
NLP · 300+ Sources · Refinitiv News · Twitter/X
Continuous NLP across 300+ monitored sources. Produces 0–100 sentiment score. Detects management tone shift in earnings calls. Tracks sell-side consensus drift and short-interest anomalies.
MACRO
Macro Agent
Fed Reserve · BLS · BEA · Bloomberg Economics
Maps macro regime to sector exposure. Rates sensitivity, FX exposure, commodity cost pass-through. Evaluates FOMC impact on discount rate and sector rotation implications for the position.
RISK
Risk Agent
Synthesized from all agent outputs · 5 dimensions
Synthesizes inputs into a composite risk score across: Business, Financial, Valuation, Market, and Regulatory dimensions. Routes output to AUTO-CLEAR, SIGN-OFF, or IC COMMITTEE flag.
COMPLIANCE
Compliance Agent
REG FD · MiFID II · FINRA 2241 · SR 11-7
Screens for material non-public information exposure. Validates REG FD, MiFID II unbundling, and FINRA Rule 2241 analyst certification requirements. No note is released without compliance gate clearance.
PORTFOLIO
Portfolio Agent
Internal Portfolio System · Risk System · Attribution
Evaluates position-level and portfolio-level impact. Computes concentration risk, factor exposure change, and tracking error impact. Outputs a PM action recommendation: ADD / HOLD / TRIM / EXIT.

Numbers That Move a
CIO from Interested to Committed

Research Note Time · Before: 45 hrs
3.7s
↓ 99.86% reduction
Pipeline Runtime
Cost Per Note · Before: $3,800+
$0.02
↓ 99.99% cost reduction
Cost Per Research Note
Coverage capacity · Before: Limited
10×
coverage expansion
Ticker Coverage Scale
Earnings reaction · Before: Hours
<4s
pre-market note ready
Event Response Time

5 Peer Source Tools —
No Hierarchy · Parallel Execution

All five execute simultaneously on every trigger event. No source has authority over another. Conflicting signals resolved through weighted synthesis by the orchestrator.

[VECTOR-RAG]
Research Playbooks
Pinecone + pgvector DR
FINRA · SEC · MiFID II · REG FD
[API-CALLS]
Live Market Data
Bloomberg · FactSet · Refinitiv
SEC EDGAR · Fed Reserve
[SQL-DB]
Portfolio Intelligence
Snowflake Data Warehouse
10-year financial history
[KNOW-GRAPH]
Ownership & Networks
Neo4j AuraDB Enterprise
Supply chains · Board networks
[MEMORY]
Research Intelligence
4-Tier: In-Weights · Redis
In-Context · KV Cache TTL

Mandatory
Analyst Sign-Off

Every material investment recommendation is hardcoded behind a mandatory HITL gate. The agent prepares. The analyst decides. The system cannot override a human — only the reverse.

🔒
Agent Prepares — Analyst Decides
The agent assembles evidence and drafts the note. The analyst approves, modifies, or rejects. No note is published or distributed without explicit analyst authorization.
📋
PM Always Decision-Maker of Record
No position change is recommended, no trade alert is issued, no coverage initiation is published without Portfolio Manager and Compliance sign-off. Every decision timestamped and immutably logged.
🧾
Full Audit Trail for Compliance
Every recommendation traceable to a specific data input, specific regulatory citation (chunk-level RAG), and specific reasoning step. REG FD and MiFID II reproducible on demand.
Mandatory HITL Gates All 5 Required for Production
Required
Coverage Initiation Sign-Off
Analyst reviews IC memo, confirms thesis, and authorizes initiation before distribution. Cannot proceed without sign-off.
Required
Rating Change Authorization
Analyst confirms downgrade/upgrade rationale, validates price target, and certifies REG FD compliance before release.
Required
PM Trade Recommendation
Portfolio Manager reviews ADD/TRIM/EXIT recommendation against portfolio mandate before any action is logged.
Required
Compliance Gate Clearance
Compliance Officer certifies REG FD, MiFID II, and FINRA 2241 compliance before any note is distributed externally.
Advisory
Macro Regime Override
CIO judgment governs on significant macro regime change calls that affect entire sector or portfolio positioning.

Everything You Need to
Evaluate and Deploy

Five enterprise-grade documents covering every aspect of the platform — from demo runbook to production implementation and system architecture.

Built for the Investment Committee,
Not the Demo Room

Shadow Run · Asset Manager

"Earnings flash notes were ready in under 4 seconds — before our morning call started. The fundamental analysis matched what our senior analyst produced in 45 minutes. Compliance cleared it with no revisions."

— Head of Research · $4.2B Long/Short Equity Fund · New York
Pilot Outcome · Family Office

"We tripled our covered universe without adding headcount. The IC Committee memo quality on initiation reports was reviewed by our MRM team — they approved the SR 11-7 documentation package in two weeks."

— CIO · $1.8B Multi-Family Office · Chicago
Architecture Review · RIA

"Our compliance team reviewed the REG FD and MiFID II documentation package. The audit trail is more complete than most third-party research providers deliver. We went live in the first pilot week."

— Chief Compliance Officer · $3.1B RIA · Boston
SR 11-7
Model Governance Compliant
REG FD
Fair Disclosure Compliant
3.7s
Pipeline Runtime
$0.02
Per Research Note
📈
Financial Model
ROI Calculator
Full business case model with firm-type presets, per-note unit economics, IRR, 3-year NPV, sensitivity analysis, and core vs. strategic benefit breakdown. Built for CIO/CFO conversations.
Build Business Case →

Ready to Scope the Pilot?

In a 30-minute architecture session we map this pipeline to your Bloomberg/FactSet stack, portfolio system, and analyst workflow. A scoped 90-day production pilot can begin within two weeks of that session.

Schedule the Live Demo → View 90-Day Pilot Terms
+1 (609) 721-2815  ·  contact@caibots.com  ·  caibots.com  ·  Princeton, NJ