01
Documents and files
PDFs, presentations, spreadsheets, scans, statements, and data-room materials.
The evidence engine
Turn sources that disagree into answers you can defend.
Khora connects your documents, systems, and external data. It resolves what they say, shows where they conflict, and keeps every number tied to its source.
One product, configured per workflow. Proven on datasets of tens of millions of records.
Research workspace · North Harbor Opportunities IV
Net asset value
$842.6M
Connected sources
12
Items for review
3
StrategyQ2ChangeStatus
Private credit
31.8%
+4.2 pts
Reviewed
Asset-backed
24.1%
+0.8 pts
Current
Special situations
18.5%
Definition changed
Review
Cash and equivalents
8.9%
−1.5 pts
Reviewed
02
Internal systems
Databases, warehouses, CRM, ERP and accounting systems, email, and document stores.
03
External data
APIs, filings, registries, market and reference data, and licensed feeds.
04
Websites and portals
Authorized web sources, with the pages retained as evidence.
The problem
The sources disagree. The work continues.
The same fund, company, or property appears under different names, definitions, and dates in every source. Reports get revised. Totals don't match. And the spreadsheets that reconcile them can't explain themselves.
Without Khora
Every review starts over.
- Re-collect facts from revised reports and systems.
- Re-match entities with inconsistent names and identifiers.
- Re-reconcile metrics that define things differently.
- Re-build the trail when someone asks where a number came from.
With Khora
Work done once stays done.
- Sources stay connected in one place.
- Entities and claims stay resolved, with disagreements preserved.
- Corrections and approvals stay on the record.
- Reviewed results flow to workbooks, reports, APIs, and feeds.
What Khora is used for
Five hard problems. One engine.
Most broken data workflows come down to a few recurring problems. Khora is built for them, and configured with your sources, your definitions, and your review process.
01
Track what changes.
Documents get revised. Positions shift. Definitions drift. Khora tracks entities and metrics across every version and shows exactly what changed, with the source alongside.
Used for
- Fund and disclosure tracking — exposures, strategies, and metrics across prospectuses, quarterly reports, and revisions.
- Clinical trial tracking — trials across registries, protocol amendments, publications, and conference disclosures.
- Regulatory filing monitoring — what a filer said this quarter, last quarter, and what moved in between.
Private credit · Q1
27.6%
Quarterly report · p. 17
Private credit · Q2
31.8%
+4.2 percentage points
FundPeriodChangeEvidence
North Harbor IVQ2 20267 changes12 sources
Atlas Credit IIIQ2 20262 changes9 sources
Fieldstone IncomeQ1 2026Current15 sources
02
Reconcile what disagrees.
The ledger says one thing. Management reporting says another. Khora keeps reported figures, adjustments, and assumptions separate, and pinpoints where and why they diverge.
Used for
- Deal diligence and modeling — a target's ledger, management reports, and data room in one defensible model.
- LP capital account reconciliation — capital accounts, notices, and valuations across GPs in one reviewed view.
- Royalty and rights reconciliation — entitlements against statements across contracts, catalogs, and payments.
MetricReportedReviewedStatus
Revenue$128.4M$128.4MMatched
Adjusted EBITDA$34.9M$31.2MReview
Bookings$146.8M$138.1MConflict
Cash sales$119.7M$119.7MMatched
Definition requires review
3 sourcesManagement reporting includes one-time implementation revenue that is excluded from the reviewed operating definition.
03
Resolve what has no shared key.
The same property, company, or owner appears in ten sources under ten names. Khora links the records that belong together and flags the matches it isn't sure about instead of guessing.
Used for
- Title and chain of title — deeds, liens, and encumbrances across county records, without papering over the gaps.
- Beneficial ownership — corporate structures and ultimate owners across registries, filings, and watchlists.
- Real-estate portfolios — properties, entities, and owners resolved across registries, filings, and portals.
Harbor Portfolio18 assetsReviewed
245 West 18th StOffice4 sources
80 Franklin AveMixed use6 sources
120 Mercer LLCEntityReview
Cypress HoldingsOwner8 sources
04
Monitor what must stay true.
A covenant, a mandate, a thesis: a claim someone has to keep checking against new evidence. Khora re-runs the check when new material arrives, with the evidence attached.
Used for
- Covenant monitoring — covenant calculations across credit agreements, amendments, and compliance certificates.
- Investment thesis tracking — a thesis's claims pinned to evidence, confirmed or contradicted as the record grows.
- Mandate compliance — portfolio positions checked against mandate restrictions, with breaches traceable to source.
CovenantRequiredQ2Status
Net leverage≤ 4.50x4.12xPassing
Interest coverage≥ 3.00x3.41xPassing
Minimum liquidity≥ $25.0M$24.1MBreach
Capex limit≤ $18.0M$16.6MReview
Definition changed by amendment
2 sourcesThe March amendment revised the EBITDA definition used in the leverage test. The Q2 certificate still cites the original definition.
05
Defend what you reported.
An auditor asks why you reported a number eight months ago. Today that answer is archaeology: old spreadsheet versions, emailed PDFs, and someone who left. Khora reconstructs any figure as it stood, with the evidence and definitions in force at the time.
Used for
- Audit and exam response — any reported figure, reconstructed with the sources and rules that produced it.
- LP and investor reporting — why this quarter's number differs from what was shown last quarter.
- Valuation mark history — how a mark moved, who corrected it, and what each version was based on.
As reportedValueBasisStatus
Mar 31, 2026$811.4M9 sourcesReported
May 12, 2026$814.9MRestatedCorrected
Jun 30, 2026$842.6M12 sourcesReported
Viewing as of March 31, 2026
ReconstructedThe May correction attributed a misclassified feeder-fund position. The March figure is shown exactly as reported, with the evidence and definitions in force on that date.
If your workflow depends on sources that disagree, entities without shared keys, or answers someone will challenge, it probably fits. Tell us about it.
Core capabilities
One system from source to output.
Every workflow above runs on the same five capabilities. Only the configuration changes.
Connect sources
Documents, spreadsheets, databases, warehouses, APIs, filings, and authorized websites, all in one working model.
Resolve and reconcile
Match records that refer to the same thing. Keep competing values, definitions, and uncertain matches visible.
Calculate and classify
Formulas, classifications, and checks that keep their inputs. Change an input and see what moves.
Review and correct
Conflicts, failed checks, and proposed changes go to the people responsible. Every decision is recorded.
Publish results
Reviewed work flows to the workbooks, dashboards, reports, APIs, and systems your team already uses.
For people
- Evidence-backed workbooks
- Fund and portfolio views
- Deal models and review queues
- Cited analysis and reports
- Presentations and recurring deliverables
For systems
- Application-specific APIs
- PostgreSQL-compatible access
- Warehouse exports
- Reviewed datasets
- Recurring data feeds
Khora and AI
AI on the record.
Models and agents research across your connected sources. Their findings don't stay in a chat transcript. They become structured claims your team reviews before anything is accepted.
Research
Agents gather and compare material across every connected and authorized source.
Structure
Findings land as claims, entities, relationships, and calculations, not prose.
Review
Conflicts, uncertain matches, and assumptions stay visible until someone signs off.
Operate
Accepted work feeds the workbooks, reports, and systems that depend on it.
Provider flexibility
Swap models without rebuilding the workflow.
Khora works with any LLM provider. As models improve, or your risk and cost requirements change, your workflow and its accumulated evidence stay put.
Evidence and change
Every number can show its work.
Click a value and follow it down: the calculation, the claims that support and contradict it, and the source it started from.
Deal model · Reviewed result
Adjusted EBITDA
Result used in model
$31.2M
General ledger
Operating result
Management report
Reported adjustment
Analyst correction
One-time revenue removed
Trace anything
Any number, back to the page, cell, row, or record it came from.
See disagreement
Losing claims stay visible. Nothing is silently overwritten.
Corrections survive
A fix made last quarter isn't wiped by this quarter's refresh. Who corrected what, and why, stays on the record.
The engine
Built to hold up.
Underneath the workflows is a data engine designed for scale, history, and safe change. You don't have to think about it. It's why the rest works.
Fast at scale
Workbooks and views stay interactive across millions of rows and relations. Aggregations over hundreds of thousands of entities return in under a second.
Nothing is overwritten
Every change, human or agent, is a new version of the record. Reconstruct any past view, or preview today's data under yesterday's rules.
Change is reviewed
New matching rules, definitions, and calculations are tested against real data first. Nothing changes the accepted model without review.
Results become artifacts
One reviewed model produces workbooks, presentations, reports, database and API exports, and live query access. Every artifact keeps its citations.
Getting started
Configured around your workflow.
Khora is one product, configured per workflow: your sources, your entities, your definitions, your review process. Our team does the configuration with you and keeps it current as your sources change.
Define
Map the decisions, sources, definitions, and outputs that matter to the workflow.
Connect
We configure Khora against your representative sources and rules.
Review
Your experts check values, conflicts, and matches against the underlying evidence.
Operate
The workflow goes live. When sources or requirements shift, it's updated, not rebuilt.
Evaluating Khora
Test it on the workflow that hurts.
Khora has handled datasets with tens of millions of records. Scale is the easy part. The real test is your sources, your definitions, and your review requirements.
- Connect real documents, systems, and external data.
- Define the entities, relationships, and rules that matter.
- Probe conflicts, uncertain matches, corrections, and revisions.
- Deliver results into the tools your team already uses.
Khora is configured per workflow. It is not a document chatbot.
Get a demo
Bring us the workflow that will not reconcile.
Tell us about the sources, the definitions, and the numbers your team has to defend. We'll show you Khora configured for a workflow like yours.