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Business Case Tool
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Investment Research Agentic AI · Business Case

Your Numbers.
Your Real ROI.

Model your research team's specific scenario mix, analyst tiers, coverage universe, and HITL workflow. Solution cost shown in full — no hidden denominator.

Start Here — 8 Inputs

Pre-filled with industry benchmarks for a mid-size asset manager. Change any number and all results update instantly.

Sets scenario volume and analyst tier defaults
Base research, EDD, earnings notes, IC memos
Coverage monitoring, data gathering, pKYC equivalent
HITL sign-off, IC decisions, trade authorizations
REG FD, MiFID II gate clearance per note
Benefits, overhead, management, real estate
% of full benefits realized in Year 1 — shadow mode + calibration take 4–9 months. Used for payback period only, not ROI.
% of freed analyst hours actually redeployable. Accounts for task fragmentation, coordination overhead, and scheduling gaps.
01
Monthly Research Note Volumes by Scenario Type
Pre-filled from your firm type — change any volume to match your actual output. The three research horizons map directly to CAIBots architecture.
Research Scenario HITL Gate Monthly Volume Analyst hrs Before PM hrs Before Compliance hrs Before API Cost/Note ($) Analyst hrs After PM hrs After Compliance hrs After
Earnings Flash Note AUTO-CLEAR Benchmark: 20/mo 2.5 hrs 15 min 10 min $0.02 Agent handles 5 min review Auto-cleared
Conviction Drift Monitor AUTO-CLEAR Benchmark: 40/mo 45 min 5 min $0.02 Agent handles Auto-alert
Rating Change / Update ANALYST SIGN-OFF Benchmark: 15/mo 3.5 hrs 15 min 15 min $0.02 Agent handles 15 min sign-off 10 min comp gate
Coverage Initiation ANALYST SIGN-OFF Benchmark: 4/mo 8.0 hrs 60 min 30 min $0.04 Agent handles Full IC sign-off 30 min comp gate
PM Ad Hoc Request ANALYST SIGN-OFF Benchmark: 10/mo 3.5 hrs 20 min 10 min $0.03 Agent handles 20 min sign-off 10 min
M&A Event-Driven Note IC COMMITTEE Benchmark: 3/mo 5.0 hrs 90 min 30 min $0.03 Agent handles IC committee retained 30 min
Macro / FOMC Portfolio Sweep PM SIGN-OFF Benchmark: 2/mo 6.0 hrs 2.0 hrs 30 min $0.04 Agent handles PM decision retained 30 min
Activist / 13D Alert ANALYST SIGN-OFF Benchmark: 2/mo 5.0 hrs 60 min 30 min $0.04 Agent handles Sign-off 30 min
Earnings Miss / Downgrade ANALYST SIGN-OFF Benchmark: 5/mo 2.5 hrs 30 min 15 min $0.02 Agent handles 30 min sign-off 15 min
SELL / Short Thesis Initiation IC COMMITTEE Benchmark: 1/mo 5.0 hrs 2.0 hrs 60 min — legal review $0.03 Agent handles IC retained — legal required Retained — short protocol
02
Coverage Universe Expansion
Analyst capacity freed by AI can be redeployed into expanded ticker coverage — directly monetizable as improved alpha generation capacity
Conservative: est. annual alpha value from one additional covered ticker — marginal return on monitoring a previously uncovered position. Set to $0 to exclude from model entirely.
% of coverage gain directly attributable to freed capacity
Coverage expansion value is speculative and attribution is difficult to isolate. This is included for completeness but should be clearly flagged when presenting to a CIO or CFO. Adjust attribution to 0% if conservative modeling is required.
03
Response Time Economics — Pre-Market Edge
3.7s flash note vs. 2.5hr manual. The cost of being late on an earnings call is not zero.
Avg position where flash note triggers a re-evaluation
Market impact + opportunity cost per delayed execution
% of slippage attributable to research timing (vs. execution)
Timing value is highly dependent on strategy type. Market-neutral and long-term funds may discount this to near zero. High-turnover and event-driven strategies may weight it higher. Use 0% attribution if this does not reflect your investment process.
04
Regulatory Compliance Value — REG FD, MiFID II, SR 11-7
Probability-weighted fine avoidance + exam prep labor saving + audit trail production cost reduction
Regulatory fine avoidance is probability-weighted. Adjust the probability of examination finding to match your institution's actual regulatory risk profile.
Loaded multiplier applied automatically above
Cost you bear without CAIBots to self-document model governance
05
Solution Cost — Full Stack, No Hidden Denominators
Platform fee + Claude API + data integrations + implementation. This is the denominator most ROI tools conceal.
Enter only if CAIBots replaces a separate research data tool
Benchmark: $55K one-time ÷ 3 years = $18.3K/yr
Optional: $50K–$200K if required by your MRM framework — often CAIBots documentation satisfies this
The Claude API cost per research note is $0.02–$0.04 regardless of note complexity. For a team producing 100 notes/month, annual API cost is approximately $24–$48. This is included automatically from your Section 01 volumes.
Analysis Results Live
Annual Benefits
Analyst labor saving — all scenariosHigh confidence · loaded rate × hrs freed × usability factor
Portfolio manager labor savingHigh confidence · PM sign-off time freed
Compliance officer labor savingHigh confidence · REG FD gate time freed per note
Coverage universe expansion (attributed)Medium confidence
STRATEGICResponse time / pre-market edge (attributed)Low-medium confidence — excluded from headline ROI
Regulatory risk reduction (probability-weighted)Low-medium confidence
MRM / SR 11-7 documentation savingMedium confidence
Total Benefits (core + strategic)
Annual Solution Cost
Base platform fee (AUM tier)
Analyst seat uplift
Regulatory package uplift
Term discount applied
Claude API (from Section 01 volumes)
Data integration
Implementation (amortized)
SR 11-7 model validation
Less: data feed replacement
Total Annual Solution Cost
Cost/note manual (weighted avg)
Cost/note with CAIBots (platform ÷ volume)
Analyst hours freed / yr (research-only)
Total compliance hours freed (all staff)
Coverage expansion potential (tickers)
Labor Saving by Research Scenario (Annual)
Benefit Composition
Sensitivity Analysis
Conservative
−20% volume · 70% of benchmark savings · +15% cost · ramp 60%
Base Case · Core ROI Only
As entered above · CAIBots benchmark performance
Optimistic
+25% volume · full benchmark performance · base cost · ramp 80%
Important Limitations — Read Before Presenting to CIO / CFO

This calculator models efficiency gains and partial strategic value. The following real value components are not calculated and must be assessed with your investment leadership team:

  • Alpha generation improvement — freed analyst time redeployed to deeper fundamental research (qualitative, not modeled here)
  • Client retention value of faster, more consistent research delivery to portfolio managers
  • New capabilities with no current cost equivalent: simultaneous 7-agent parallel execution, real-time perpetual conviction monitoring across full coverage universe, 300+ source sentiment NLP — this type of monitoring does not exist in most firms at any headcount level
  • SR 11-7 independent model validation: $50K–$200K if required — not included unless entered in Section 05
  • Time-to-benefit: shadow mode and analyst calibration mean full benefits may not be realized until Month 4–9
  • Workforce transition: this model does not recommend headcount reduction — freed hours are assumed redeployed to higher-value research activities

Illustrative. Actual results vary by firm type, note volume, coverage universe, analyst workflow, and investment process. Not a performance guarantee. Benchmark figures derived from industry surveys and client pilots.

Key Default Assumptions — Investment Research
Assumption Default Value Source / Basis
Analyst usability / realization factor75%Slider in Section 01; reflects that not all freed hours convert to productive research time
Year 1 benefit ramp70% (user-adjustable)Shadow mode + calibration: 4–9 months before full deployment; affects payback/IRR only
Coverage expansion redeployment25% of freed analyst hoursConservative: most freed time goes to deeper analysis on existing coverage, not new tickers
Alpha / coverage attributionUser-defined (strategic only)Excluded from Core ROI — speculative; shown separately as upside; verify with your PM team
Response time / pre-market valueUser-defined (strategic only)Excluded from Core ROI — attribution-dependent; requires your actual position sizing data
Core ROI definitionLabor + compliance savings onlyConservative headline: excludes all alpha/coverage/timing upside; most defensible to CIO/CFO
Implementation cost amortization3-year straight-line (default $18.3K/yr)Based on $55K one-time cost; adjust implCost field for your actual contract
WACC (NPV discount rate)8%Typical asset manager WACC; adjustable via slider
Legal Disclaimer & Material Assumptions

For informational and illustrative purposes only. This calculator generates forward-looking financial estimates based solely on the inputs you provide. It does not constitute financial advice, investment advice, legal advice, or a binding commercial commitment. CAIBots makes no representation or warranty, express or implied, as to the accuracy, completeness, or fitness for any particular purpose of outputs generated by this tool.

Actual results will vary. Projected savings, ROI, payback periods, IRR, and NPV are estimates derived from user-supplied inputs and publicly available industry benchmarks. They are not guarantees of future performance. Realized benefits depend on actual transaction volumes, staffing levels, integration complexity, regulatory environment, model validation timelines, and organizational factors not fully captured by any calculator.

Financial methodology. ROI = (Net Annual Benefit − Total Annual Cost) ÷ Total Annual Cost. Payback via cumulative monthly cash-flow simulation; Year 1 benefit ramp default 70% (adjustable). IRR uses Newton-Raphson iteration on a 5-year cash-flow series: Year 0 = one-time implementation cost only; recurring platform and API fees deducted from each future year. IRR figures for SaaS models are directional — a small one-time Y0 capex relative to large recurring savings produces high percentages. Compare to your internal hurdle rate; do not interpret absolute value. 3-Year NPV discounted at 8% WACC (adjustable). Nominal USD; no inflation adjustment.

Sensitivity scenarios. Conservative: −20% volume · 70% of benchmark savings · +15% cost · 60% Year 1 ramp. Optimistic: +20% volume · 100% benchmark savings · base cost · 80% Year 1 ramp. These parameters are identical across all CAIBots ROI calculators to enable consistent cross-product comparison.

Benchmark sources. Default inputs derived from: FFIEC examination statistics, FinCEN SAR/CTR annual reports, NACHA ACH network data, Celent/Aite-Novarica/Oliver Wyman industry surveys, and aggregated anonymized data from CAIBots client engagements. CAIBots strongly recommends replacing defaults with your institution’s own volume, cost, and rate data before presenting results to executive leadership, boards, or procurement committees.

© 2022–2026 CAIBots Inc. All rights reserved. Terms of Use Privacy Policy info@caibots.com Calculator v2.0 · Audited & Corrected March 2026
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