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Actionable Intelligence for the Municipal Finance Market

The municipal bond market generates billions of data points that remain trapped in static formats. Our solutions unlock this dormant intelligence, synthesizing hyper-local property assessments, corporate concentration metrics, and operational revenues into a unified, interactive workspace.

From capital allocators seeking relative value to municipalities analyzing peer infrastructure, our platform delivers the exact ground truth required to map overlapping liabilities, target place-based investments, and quantify localized economic impact.

MuniLMhasa90%+accuracyattableextractionfromamassivecorpusofOfficialStatementsacrossa40yearspan.Thisallowsanimmenseamountofcurrentandhistoricaldocumentstobeinterlinkingacrossdecades.FindoutmoreaboutMuniLMTableExtractionusecases:
UseCasesForHigh-FideltyTableExtraction

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|Coming Soon... Drop In Official Statement (OS) For Analysis
MuniLM OS Corpus
Analysis/Extraction Type

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Explore

Actionable Intelligence for the Municipal Finance Market

The municipal bond market generates billions of data points that remain trapped in static formats. Our solutions unlock this dormant intelligence, synthesizing hyper-local property assessments, corporate concentration metrics, and operational revenues into a unified, interactive workspace.


From capital allocators seeking relative value to municipalities analyzing peer infrastructure, our platform delivers the exact ground truth required to map overlapping liabilities, target place-based investments, and quantify localized economic impact.

Statement of Direct & Overlapping Debt
Mapping overlapping jurisdictions and applicable debt percentages.
Taxable Sales & Transactions by Type of Business
Quantifying proportional tax liabilities and disposable consumer capacity.
Assessed Valuation & Parcels by Land Use
Categorizing property values across distinct municipal land use sectors.
Public School District Financial Trends, Operations, & Reserves
Fiscal solvency & funding, labor, operations, student demographics.
Hospital Operations, Revenues, Utilization & Capitalization
Evaluating clinical output, payor mix revenues, market share, and labor costs
Corporate Concentration, Tax Base Wealth, & Economic Trajectories
Principal Employers, Effective Buying Income, & 10-year Housing Statistics
Agricultural Production, Commodities, Water Usage, & Resource Metrics
Commodity values, water revenues, and regional crop concentration
Investment Pool Portfolios, Asset Allocation, Liquidity, & Valuations
Assets, maturity distributions, CUSIP security valuations, and cash balances.
MuniLMhasa90%+accuracyattableextractionfromamassivecorpusofOfficialStatementsacrossa40yearspan.Thisallowsanimmenseamountofcurrentandhistoricaldocumentstobeinterlinkingacrossdecades.FindoutmoreaboutMuniLMTableExtractionusecases:
UseCasesForHigh-FideltyTableExtraction
Statement of Direct & Overlapping Debt
Mapping overlapping jurisdictions and applicable debt percentages.
Taxable Sales & Transactions by Type of Business
Quantifying proportional tax liabilities and disposable consumer capacity.
Assessed Valuation & Parcels by Land Use
Categorizing property values across distinct municipal land use sectors.
Public School District Financial Trends, Operations, & Reserves
Fiscal solvency & funding, labor, operations, student demographics.
Hospital Operations, Revenues, Utilization & Capitalization
Evaluating clinical output, payor mix revenues, market share, and labor costs
Corporate Concentration, Tax Base Wealth, & Economic Trajectories
Principal Employers, Effective Buying Income, & 10-year Housing Statistics
Agricultural Production, Commodities, Water Usage, & Resource Metrics
Commodity values, water revenues, and regional crop concentration
Investment Pool Portfolios, Asset Allocation, Liquidity, & Valuations
Assets, maturity distributions, CUSIP security valuations, and cash balances.
UseCasesForHigh-FideltyTableExtraction
MuniLMhasa90%+accuracyattableextractionfromamassivecorpusofOfficialStatementsacrossa40yearspan.Thisallowsanimmenseamountofcurrentandhistoricaldocumentstobeinterlinkingacrossdecades.FindoutmoreaboutMuniLMTableExtractionusecases:

Strategic & Networked Workflows with Spatial-Financial Intelligence Driven Dashboards

Material Risk Discovery

Material Risk Discovery

Uncover hidden vulnerabilities by seamlessly cross-referencing unstructured historical disclosures with overlapping debt networks and hyper-local ESG & Municipal data.

Material Risk Discovery

CUSIP, Special District, & Overlapping Debt Specializations

Built on first-of-its-kind datasets from University of Chicago, MuniLM is being developed to calculate percentage of debt shared across overlapping municipal jurisdictions & extensive CUSIP histories.

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Place-Based Impact Investments

Align public infrastructure investments with designated Opportunity Zones and New Market Tax Credits to quantify and measure true community impact. As a Public-Benefit Corporation, we aim to serve CDFIs, BIDCOs, nonprofits, hospitals & school districts, and other small municipalities utilize the MuniLM platform for community-driven development.

Geospatial Integration

Anchor financial covenants to the physical world, overlaying special purpose district boundaries and parcel-level assessments onto interactive environments.

Bridging Local Civic Data Portals With Municipal Documents

Bridge the gap between raw public finance records and open civic platforms (CKAN, Socrata. ARCGIS Hubs) along with proprietary data aggregation to provide unprecedented visibility into local markets.

Confidential Due Diligence

Process unreleased Preliminary Official Statements and proprietary deal flow entirely on-device, ensuring absolute data sovereignty and regulatory compliance.

Learn more about our methodology, municipal finance coverage, & data catalogue.

Explore our methodology and data behind MuiLM. Learn from how we aim to have a high impact on the Municipal Finance & Bond Market through civic data driven intelligence.

COMING SOON

MuniLM
Methodology

& Data Catalog

MUNILM

EXPECTED Q4 '26

Learn more about our methodology, municipal finance coverage, & data catalogue.

Explore our methodology and data behind MuiLM. Learn from how we aim to have a high impact on the Municipal Finance & Bond Market through civic data driven intelligence.

COMING SOON

MuniLM
Methodology

& Data Catalog

MUNILM

EXPECTED Q4 '26

LearnAboutMuniLMFeatures

Founded as a
Public Benefit Corporation.

Powered by the
Center for Municipal Finance,
University of Chicago.