90% faster rebalancing

AI agent for Index Providers

From manual rebalancing to automated precision

Delegate index rebalancing to a specialized AI agent. It monitors market capitalizations, applies your methodology rules, tracks corporate actions, and generates constituent change lists with complete audit trails, allowing your index team to focus on methodology development and client relationships.

Ideal for

Index Providers

Index Operations

Quantitative Research

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See AI agent for Index Providers in action

Play video

  • Mercedes-Benz logo
    SMC  logo
    Gradient rectangle
    Centerline logo
    Abstract graphic with black and white elements
    Abstract pattern with overlapping shapes.
    Alaris logo
    Progress bar with text at bottom percentage
    SITO logo
    Diagonal stripes on a rectangular background
    SVG logo for Reddit
    Grey and black abstract symbol
    Foobar logo
    ABL logo
    SVG logo for Google
    Bar chart with two bars of different heights
    Brotherhood Mutual logo
    Black and white abstract graphic.
    Paige logo
    Roche logo
    Logo with abstract shapes and text.
    Sony logo
    Munch Energie Logo
    Certainty Sofrware logo
    Raft logo
    Bayer Logo
    Light gray waveform pattern on white background
    SVG logo with black letters
    Abstract pattern with blue and green colors

See AI agent for Index Providers in action

Play video

Q4 Index Rebalancing

  • Mercedes-Benz logo
    SMC  logo
    Gradient rectangle
    Centerline logo
    Abstract graphic with black and white elements
    Abstract pattern with overlapping shapes.
    Alaris logo
    Progress bar with text at bottom percentage
    SITO logo
    Diagonal stripes on a rectangular background
    SVG logo for Reddit
    Grey and black abstract symbol
    Foobar logo
    ABL logo
    SVG logo for Google
    Bar chart with two bars of different heights
    Brotherhood Mutual logo
    Black and white abstract graphic.
    Paige logo
    Roche logo
    Logo with abstract shapes and text.
    Sony logo
    Munch Energie Logo
    Certainty Sofrware logo
    Raft logo
    Bayer Logo
    Light gray waveform pattern on white background
    SVG logo with black letters
    Abstract pattern with blue and green colors

See AI agent for Index Providers in action

Play video

Time comparison

Traditional way

3-5 days per rebalancing

With V7 Go agents

2-4 hours

Average time saved

90%

Why V7 Go

Automated Market Cap Monitoring

Continuously tracks market capitalizations across thousands of securities, applying float-adjusted calculations and methodology-specific rules to identify constituents meeting inclusion or deletion thresholds.

Automated Market Cap Monitoring

Continuously tracks market capitalizations across thousands of securities, applying float-adjusted calculations and methodology-specific rules to identify constituents meeting inclusion or deletion thresholds.

Corporate Action Processing

Automatically ingests and processes corporate actions including mergers, acquisitions, spin-offs, delistings, and stock splits, ensuring index composition reflects real-time market structure changes.

Corporate Action Processing

Automatically ingests and processes corporate actions including mergers, acquisitions, spin-offs, delistings, and stock splits, ensuring index composition reflects real-time market structure changes.

Methodology Rule Application

Applies complex eligibility criteria including liquidity screens, free float requirements, sector classifications, and buffer rules with complete consistency across all rebalancing cycles.

Methodology Rule Application

Applies complex eligibility criteria including liquidity screens, free float requirements, sector classifications, and buffer rules with complete consistency across all rebalancing cycles.

Multi-Index Coordination

Manages rebalancing across multiple related indices simultaneously, ensuring consistent treatment of overlapping constituents and maintaining proper index family hierarchies.

Multi-Index Coordination

Manages rebalancing across multiple related indices simultaneously, ensuring consistent treatment of overlapping constituents and maintaining proper index family hierarchies.

Weight Calculation Precision

Calculates constituent weights using methodology-specific formulas, applies capping rules, and generates precise share counts for index tracking, eliminating calculation errors that impact fund performance.

Weight Calculation Precision

Calculates constituent weights using methodology-specific formulas, applies capping rules, and generates precise share counts for index tracking, eliminating calculation errors that impact fund performance.

Complete Audit Trail

Documents every rebalancing decision with citations to source data, methodology rules applied, and calculation steps, creating a defensible record for regulatory review and client inquiries.

Complete Audit Trail

Documents every rebalancing decision with citations to source data, methodology rules applied, and calculation steps, creating a defensible record for regulatory review and client inquiries.

Processes all index rebalancing inputs

To deliver accurate constituent and weight changes.

Customer voices

Customer voices

Connect AI to your index methodology.

Turn rebalancing rules into automated precision.

Turn rebalancing rules into automated precision.

Finance

Legal

Insurance

Tax

Real Estate

Customer Voices

Features

Features

Results you can actually trust.
Reliable AI document processing toolkit.

Results you can trust.
Trustworthy AI document processing toolkit.

Supporting complex documents.

Up to 200 pages.

Index methodologies come in varied formats. This agent handles everything from detailed PDF rulebooks to complex Excel calculation templates, extracting eligibility criteria and weighting formulas regardless of document structure.

Input types

50+ languages

Complex Formulas

200 pages

Multi-modal

Document types

PDFs

Data Feeds

Complex Tables

Financial Data

Excel Models

Vendor_US.xlsx

12

Supply_2023.pptx

Review_Legal.pdf

Supporting complex documents.

Up to 200 pages.

Index methodologies come in varied formats. This agent handles everything from detailed PDF rulebooks to complex Excel calculation templates, extracting eligibility criteria and weighting formulas regardless of document structure.

Input types

50+ languages

Complex Formulas

200 pages

Multi-modal

Document types

PDFs

Data Feeds

Complex Tables

Financial Data

Excel Models

Vendor_US.xlsx

12

Supply_2023.pptx

Review_Legal.pdf

Reach 99% accuracy rate

through GenAI reasoning.

Index rebalancing demands absolute precision. The agent uses multi-step verification workflows to ensure market cap calculations, weight adjustments, and share counts are accurate to the decimal place required for institutional tracking.

Model providers

OpenAI, Anthropic, Gemini logos

Security note

V7 never trains models on your private data. We keep your data encrypted and allow you to deploy your own models.

Answer

Type

Text

Tool

o4 Mini

Reasoning effort

Min

Low

Mid

High

AI Citations

Inputs

Set a prompt (Press @ to mention an input)

Reach 99% accuracy rate

through GenAI reasoning.

Index rebalancing demands absolute precision. The agent uses multi-step verification workflows to ensure market cap calculations, weight adjustments, and share counts are accurate to the decimal place required for institutional tracking.

Model providers

OpenAI, Anthropic, Gemini logos

Security note

V7 never trains models on your private data. We keep your data encrypted and allow you to deploy your own models.

Answer

Type

Text

Tool

o4 Mini

Reasoning effort

Min

Low

Mid

High

AI Citations

Inputs

Set a prompt (Press @ to mention an input)

Trustworthy results,

grounded in reality.

Every rebalancing decision is defensible. Each constituent change, weight adjustment, and calculation is visually linked to its source data and methodology rule, creating a complete audit trail for regulatory review and client inquiries.

Visual grounding in action

00:54

Deliberate Misrepresentation: During the trial, evidence was presented showing that John Doe deliberately misrepresented his income on multiple occasions over several years. This included falsifying documents, underreporting income, and inflating deductions to lower his tax liability. Such deliberate deception demonstrates intent to evade taxes.

Pattern of Behavior: The prosecution demonstrated a consistent pattern of behavior by John Doe, spanning several years, wherein he consistently failed to report substantial portions of his income. This pattern suggested a systematic attempt to evade taxes rather than mere oversight or misunderstanding.

Concealment of Assets: Forensic accounting revealed that John Doe had taken significant steps to conceal his assets offshore, including setting up shell companies and using complex financial structures to hide income from tax authorities. Such elaborate schemes indicate a deliberate effort to evade taxes and avoid detection.

Failure to Cooperate: Throughout the investigation and trial, John Doe displayed a lack of cooperation with tax authorities. He refused to provide requested documentation, obstructed the audit process, and failed to disclose relevant financial information. This obstructionism further supported the prosecution's argument of intentional tax evasion.

Prior Warning and Ignoring Compliance

02

01

01

02

Trustworthy results,

grounded in reality.

Every rebalancing decision is defensible. Each constituent change, weight adjustment, and calculation is visually linked to its source data and methodology rule, creating a complete audit trail for regulatory review and client inquiries.

Visual grounding in action

00:54

Deliberate Misrepresentation: During the trial, evidence was presented showing that John Doe deliberately misrepresented his income on multiple occasions over several years. This included falsifying documents, underreporting income, and inflating deductions to lower his tax liability. Such deliberate deception demonstrates intent to evade taxes.

Pattern of Behavior: The prosecution demonstrated a consistent pattern of behavior by John Doe, spanning several years, wherein he consistently failed to report substantial portions of his income. This pattern suggested a systematic attempt to evade taxes rather than mere oversight or misunderstanding.

Concealment of Assets: Forensic accounting revealed that John Doe had taken significant steps to conceal his assets offshore, including setting up shell companies and using complex financial structures to hide income from tax authorities. Such elaborate schemes indicate a deliberate effort to evade taxes and avoid detection.

Failure to Cooperate: Throughout the investigation and trial, John Doe displayed a lack of cooperation with tax authorities. He refused to provide requested documentation, obstructed the audit process, and failed to disclose relevant financial information. This obstructionism further supported the prosecution's argument of intentional tax evasion.

Prior Warning and Ignoring Compliance

02

01

01

02

Enterprise grade security

for high-stake industries.

Index methodologies and constituent data are highly confidential intellectual property. V7 Go processes all rebalancing calculations within your secure environment, ensuring proprietary rules and market data remain protected.

Certifications

GDPR

SOC2

HIPAA

ISO

Safety

Custom storage

Data governance

Access-level permissions

Enterprise grade security

for high-stake industries.

Index methodologies and constituent data are highly confidential intellectual property. V7 Go processes all rebalancing calculations within your secure environment, ensuring proprietary rules and market data remain protected.

Certifications

GPDR

SOC2

HIPAA

ISO

Safety

Custom storage

Data governance

Access-level permissions

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Answers

What you need to know about our

AI agent for Index Providers

How does the agent handle buffer rules and turnover minimization?

The agent applies your methodology's buffer rules precisely, maintaining separate thresholds for additions and deletions to minimize unnecessary turnover. It can model the impact of different buffer scenarios and recommend optimal settings based on historical turnover analysis.

+

Can it process real-time corporate actions during rebalancing periods?

Yes. The agent continuously monitors corporate action feeds and can incorporate material events that occur during the rebalancing calculation period, ensuring the final constituent list reflects the most current market structure.

+

How does it ensure calculation accuracy for complex weighting schemes?

The agent uses multi-step verification workflows that cross-check weight calculations against methodology rules, validate that total weights sum correctly, and flag any anomalies for review. Every calculation is linked to its source data with AI Citations for complete transparency.

+

What data sources does the agent integrate with?

The agent connects to major market data providers for pricing and corporate actions, integrates with your internal methodology documentation stored in Knowledge Hubs, and can ingest custom data feeds for specialized index requirements.

+

How does it handle sector and industry classification changes?

The agent monitors classification system updates from providers like GICS or ICB, applies reclassification rules according to your methodology, and can model the impact of classification changes on sector-based indices before implementation.

+

What is the output format for rebalancing decisions?

The agent delivers structured outputs including constituent change lists, weight adjustments, share count calculations, and implementation schedules in formats compatible with your index management systems, typically Excel, CSV, or direct API integration.

+

Next steps

Still calculating index rebalancing in spreadsheets?

Share your index methodology and recent rebalancing data. We'll show you how our agent can automate constituent selection and weight calculations in hours instead of days.

Uncover hidden liabilities

in

supplier contracts.

V7 Go transforms documents into strategic assets. 150+ enterprises are already on board:

  • Logo with abstract shapes and text.
    SITO logo
    Abstract pattern with blue and green colors
    SVG logo for Google
    Progress bar with text at bottom percentage
    Bar chart with two bars of different heights
    Gradient rectangle
    Diagonal stripes on a rectangular background
    Abstract pattern with overlapping shapes.
    SVG logo for Reddit

Uncover hidden liabilities

in

supplier contracts.

V7 Go transforms documents into strategic assets. 150+ enterprises are already on board:

  • Logo with abstract shapes and text.
    SITO logo
    Abstract pattern with blue and green colors
    SVG logo for Google
    Progress bar with text at bottom percentage
    Bar chart with two bars of different heights
    Gradient rectangle
    Diagonal stripes on a rectangular background
    Abstract pattern with overlapping shapes.
    SVG logo for Reddit