Finance

Steps in this industry’s terms · 4 steps

1. 01

   Collect disclosure and market evidence

   Input

   Research entities, claims and permitted market material

   Output

   Dated research materials with provenance

   • Disclosure collection and text extractionDocument index collection + cleaned text and normalized references
   • Pricing, hiring and release-page change monitoringOfficial page snapshots + quoted changes for review
   • Multi-asset quotes, history and market comparisonsIdentifier normalization + historical series and comparison context
2. 02

   Resolve companies and relations

   Input

   Dated research materials with provenance

   Output

   Company relations and evidence index

   • Startup and investor knowledge normalizationEntity and relation import + aliases, uncertainty and provenance
   • Audited curation and database publishing pipelineHuman merge and override decisions + controlled data sync
3. 03

   Compare thesis and counterevidence

   Input

   Company relations and evidence index

   Output

   Support, challenge and uncertainty records

   • Investment thesis evidence and verdict trackingClaims linked to supporting and challenging evidence + revisable periodic verdicts
   • Evidence-grounded investment Q&ASelected entities and evidence assembly + traceable answers
4. 04

   Researcher reviews the memo

   Human review

   Input

   Support, challenge and uncertainty records

   Output

   Reviewed research memo and citations

   Decided byAssigned reviewer or requesting user

   • Investment memo generationResearch evidence synthesis + persisted memo artifacts

Steps in this industry’s terms · 4 steps

1. 01

   Load the previous research bundle

   Input

   Research questions, prior observations and computation budget

   Output

   Prior observations, evidence and task definitions

   • Persistent research workspace and memorySaved research observations and artifacts + continuation retrieval
   • Automation definition inspection and exportRead-only task definition export + provenance completeness checks
2. 02

   Plan this period's investigation

   Input

   Prior observations, evidence and task definitions

   Output

   Research steps and budget draft

   • Policy-aware research agent orchestrationResearch goal orchestration + human approval and step traces
3. 03

   Run after researcher approval

   Human review

   Input

   Research steps and budget draft

   Output

   New disclosure excerpts and computation results

   Decided byAssigned reviewer or requesting user

   • Policy-aware research agent orchestrationResearch goal orchestration + human approval and step traces
   • Asynchronous research jobsBounded background computation + progress and recovery
   • Bounded cross-provider research tool loopBounded search loop + cited synthesis
4. 04

   Review evidence changes

   Human review

   Input

   New disclosure excerpts and computation results

   Output

   Accepted new evidence and continuation bundle

   Decided byAssigned reviewer or requesting user

   • Provenance-aware enrichment and review jobsChange-triggered enrichment jobs + candidate diff review
   • Persistent research workspace and memorySaved research observations and artifacts + continuation retrieval

Steps in this industry’s terms · 4 steps

1. 01

   Specify strategy rules

   Input

   Strategy ideas, historical samples and fee assumptions

   Output

   Inspectable strategy and assumptions

   • Natural-language strategies and templatesNatural-language ideas to explicit rules + inspectable explanations
2. 02

   Replay historical windows

   Input

   Inspectable strategy and assumptions

   Output

   Historical replay and event-window results

   • Explainable portfolio backtest and replayHistorical rule replay + outcome and attribution comparison
   • Announcement event studiesEvents aligned with historical values + windowed outcome analysis
3. 03

   Compare out-of-sample results and fees

   Input

   Historical replay and event-window results

   Output

   Out-of-sample results and fee sensitivity tables

   • Strategy sweeps and walk-forward validationConstrained parameter comparison + out-of-sample checks
   • Tiered yield scenario calculatorExplicit rate and duration assumptions + scenario estimates
4. 04

   Researcher reviews assumptions

   Human review

   Input

   Out-of-sample results and fee sensitivity tables

   Output

   Confirmed assumptions and comparisons

   Decided byAssigned reviewer or requesting user

   • Budget and financial workbook generationExplicit assumptions to budget workbooks + formula consistency checks

Steps in this industry’s terms · 4 steps

1. 01

   Check research budget balance

   Input

   Research batch jobs, department budget and price table

   Output

   Verified funding records and job reservations

   • Recharge, invoicing and channel rewardsTop-up event verification + credit and invoice records
   • Usage reservations, budgets, versioned pricing and settlementBudget reservation and settlement + priced evidence reconciliation
2. 02

   Run batch research requests

   Input

   Verified funding records and job reservations

   Output

   Research job results and usage records

   • Provider batch inferenceBatch request submission + job state and result archives
3. 03

   Allocate department request costs

   Input

   Research job results and usage records

   Output

   Department job cost ledger

   • Usage-unit metering and balance ledgerRequest usage conversion + balance debits and ledger records
   • Usage reservations, budgets, versioned pricing and settlementBudget reservation and settlement + priced evidence reconciliation
4. 04

   Finance reviews discrepancies

   Human review

   Input

   Department job cost ledger

   Output

   Confirmed bill and unresolved costs

   Decided byAssigned reviewer or requesting user

   • Gateway usage, financial, reliability and fleet analyticsRequest cost and exception aggregation + operational drilldowns