RealRelay.ai

Industry workflows

One API across real-world workflows

Connect industry workflows to model capabilities through one OpenAI-compatible endpoint, with model choice kept explicit.

Industry inputs

Government
Healthcare
Finance
Media & Entertainment
Education

RealRelay.ai

Unified model API

OpenAI-compatible endpoint

Model capabilities

Tool use
Structured output
Reasoning
Vision
Capabilities vary by model. Check the live Catalog

Explore workflows by industry

Select an industry, then inspect the inputs, capabilities, request flow, and integration boundary for each example.

Industries

Selected industry

Government

Build public-service workflows around governed data, review paths, and sovereign deployment options.

Example workflows

Citizen Help Desk & Ticket Router

Accept multilingual resident requests, mask private data, retrieve records, and route each case to the responsible team.

Expected outcome

Speeds up initial responses and reduces the manual effort required to route each request.

Workflow constraint

City hotlines receive a mix of complaints and questions, from road repairs and noise to local taxes, making timely responses difficult.

Capabilities
  • Automatic translation for multilingual communities
  • Automatic masking of private details
  • Fast retrieval of similar past cases
Request flow
  1. 01Resident submits a request
  2. 02Mask private information
  3. 03Connect to city records
  4. 04Route to the appropriate team
  5. 05Log the resolution
Integration note

On-premise deployment and PII scrubbing can keep sensitive records inside the city's chosen operating boundary.

Permit & Zoning Navigator

Combine location input, planning records, rule checks, and a reviewable clearance report in one application flow.

Expected outcome

Handles routine guidance earlier so planners can focus on applications that need expert review.

Workflow constraint

Complex zoning rules fill planning offices with repetitive questions that still require careful review.

Capabilities
  • Conversational zoning map
  • Prequalification checklist
  • Draft permit application
Request flow
  1. 01Owner enters a location
  2. 02Check the planning database
  3. 03Apply local rules
  4. 04Review protected-distance requirements
  5. 05Generate a clearance report
Integration note

Use one OpenAI-compatible endpoint alongside existing GIS and planning-data integrations without maintaining provider-specific model SDKs.

Procurement Compliance Auditor

Ingest bid and rule documents, then return flagged clauses in a reviewable screening flow.

Expected outcome

Accelerates initial compliance screening while keeping reviewers focused on flagged clauses and discrepancies.

Workflow constraint

Procurement guidelines can span hundreds of pages, making bid reviews demanding and time-consuming for legal and procurement teams.

Capabilities
  • Reusable compliance templates
  • Rule-based adherence scoring
  • Cross-document contradiction flags
Request flow
  1. 01Ingest the bid and procurement rules
  2. 02Index the documents
  3. 03Audit clause by clause
  4. 04Flag discrepancies
  5. 05Validate numerical entries
Integration note

Where the selected model supports structured output, flagged clauses can return in a reviewable schema while the supplied procurement code remains authoritative.

Selected industry

Healthcare

Connect privacy-sensitive care workflows while keeping model choice and clinical review boundaries explicit.

Example workflows

Eldercare Oversight Companion

Ingest sensor observations, mask sensitive fields, surface anomalies, and route alerts for clinical review.

Expected outcome

Helps care teams notice concerning changes earlier and prioritize follow-up.

Workflow constraint

Short-staffed care homes cannot continuously review every resident's hydration, medication, and daily routine.

Capabilities
  • Detection of unusual routine changes
  • Configuration by care condition
  • Weekly care dashboard
Request flow
  1. 01Read room sensor data
  2. 02Mask clinical details
  3. 03Chart behavioral anomalies
  4. 04Alert the nursing station
  5. 05Compile a physician brief
Integration note

PII scrubbing and local deployment options can keep sensitive records within the care provider's controlled environment.

Insurance Claims Coding Assistant

Extract visit data, check ICD-10 and payer rules, and return billing-ready files for review.

Expected outcome

Reduces avoidable coding errors and supports a smoother claims submission process.

Workflow constraint

Coding errors can lead to denied claims, delayed payment, and avoidable rework for clinics.

Capabilities
  • ICD-10 validation
  • Denial-risk warnings
  • Treatment-aware code matching
Request flow
  1. 01Read the visit notes
  2. 02Validate medical terms
  3. 03Check payer rules
  4. 04Assemble the claim
  5. 05Output billing-ready files
Integration note

Where supported by the selected model, structured output can return code checks in a reviewable schema while payer logic remains authoritative.

Pediatric Asthma Care Companion

Collect reported readings, evaluate configured signals, and escalate concerning trends to the care team.

Expected outcome

Supports more consistent follow-up and earlier clinical review of concerning trends.

Workflow constraint

Gaps between appointments can make it harder for care teams to see changes in a child's chronic condition.

Capabilities
  • Daily symptom and peak-flow tracking
  • Clinic escalation based on configured signals
  • Pediatric protocol guidance
Request flow
  1. 01Parent records daily readings
  2. 02Monitor for worsening trends
  3. 03Verify the patient record
  4. 04Assess reported severity
  5. 05Alert the pediatric care team
Integration note

PII controls and on-premise deployment can protect the data path, while configured protocols and clinical review remain the source of authority.

Selected industry

Finance

Structure document, reconciliation, and risk workflows around auditable inputs and human review.

Example workflows

Payment Reconciliation Auditor

Normalize payment, subscription, and ledger records into a reviewable exception workflow.

Expected outcome

Surfaces potential revenue leakage and reduces repetitive manual reconciliation work.

Workflow constraint

Payments across Stripe, Adyen, and PayPal can create mismatches between invoices, subscriptions, and ledger entries.

Capabilities
  • Multi-currency reconciliation
  • Stripe and PayPal connectors
  • Automatically filed discrepancy tickets
Request flow
  1. 01Pull invoices from payment gateways
  2. 02Query the subscription database
  3. 03Cross-reference the ledger
  4. 04Calculate exact differences
  5. 05Publish exception reports
Integration note

Use structured output where supported to return exceptions consistently, while deterministic reconciliation remains in application code.

Real-Time Fraud & AML Monitor

Normalize transaction events, compare risk signals, and prefill reports for compliance review.

Expected outcome

Reduces unnecessary review effort and helps compliance teams focus on higher-risk activity.

Workflow constraint

Legacy anti-money-laundering tools can generate large volumes of false positives that consume review capacity.

Capabilities
  • Live sanctions-list checks
  • Draft compliance filings
  • Adaptive anomaly scoring
Request flow
  1. 01Stream transaction events
  2. 02Normalize the data
  3. 03Compare activity with known risk paths
  4. 04Check risk registries
  5. 05Prefill compliance reports
Integration note

Keep model IDs explicit and apply account-level channel strategy only among channels serving that model; risk registries and final review remain application-controlled.

Credit Risk Underwriter

Extract structured fields from financial records and assemble a consistent risk summary for underwriter review.

Expected outcome

Speeds up document analysis and gives underwriters a consistent risk summary for review.

Workflow constraint

Commercial credit reviews require extensive manual reading of ledgers, leases, and related financial records.

Capabilities
  • Lease and rent-roll extraction
  • Coverage-ratio calculators
  • Economic stress testing
Request flow
  1. 01Load the financial records
  2. 02Extract structured items
  3. 03Pull the credit history
  4. 04Parse lease profiles
  5. 05Render a risk summary
Integration note

Use structured output where supported for extracted fields, while calculations and approval remain in deterministic systems and human review.

Selected industry

Media & Entertainment

Connect text, audio, and vision-capable models through one stable integration for production workflows.

Example workflows

Game Dialogue Localizer

Combine scripts, character profiles, and lore context in a repeatable localization pipeline.

Expected outcome

Makes multilingual releases easier to coordinate while keeping terminology and tone more consistent.

Workflow constraint

Localizing large scripts is slow, and generic machine translation can miss lore, tone, and character context.

Capabilities
  • Lore-aware glossary synchronization
  • Emotional tone tagging
  • Line-length matching for dubbing
Request flow
  1. 01Ingest scripts and character profiles
  2. 02Query the lore database
  3. 03Translate in character
  4. 04Verify dialogue length
  5. 05Export a voice-direction sheet
Integration note

Use one API contract across supported text models, while glossary and lore context remain in the application's retrieval layer.

Short-Form Video Script Maker

Transcribe long-form media, identify candidate moments, and assemble editor-ready short-form packages.

Expected outcome

Helps content teams produce more short-form material while maintaining a consistent brand voice.

Workflow constraint

Reworking podcasts and webinars into platform-ready short videos requires repeated editorial effort.

Capabilities
  • Engagement-ranked hooks
  • Platform-specific formatting
  • Overlay-text directions
Request flow
  1. 01Transcribe the source
  2. 02Highlight strong moments
  3. 03Build a script timeline
  4. 04Keep each clip within 60 seconds
  5. 05Send the package to the editor
Integration note

Compare explicit model IDs through the same request shape, then let the application choose which model handles each production stage.

Fan Engagement Persona

Combine live event data, persona rules, and model-dependent audio output in an application-controlled interaction flow.

Expected outcome

Supports more engaging live interactions and creates additional opportunities to connect fans with team experiences.

Workflow constraint

Teams cannot provide consistent one-to-one interaction for every fan during a live broadcast.

Capabilities
  • Live broadcast telemetry
  • Persona voice synthesis
  • Loyalty-token rewards
Request flow
  1. 01Stream game events
  2. 02Structure the statistics
  3. 03Respond in the persona's voice
  4. 04Generate audio
  5. 05Send the response to the fan app
Integration note

Select catalog models that report the required text or audio capabilities, and keep fan history in the application layer.

Selected industry

Education

Build learning workflows with explicit content sources, checkpoints, and feedback loops.

Example workflows

Personalized Course Planner

Turn learner profiles and approved source material into structured course plans and checkpoints.

Expected outcome

Helps learners follow a more relevant path through onboarding and certification material.

Workflow constraint

One-size-fits-all training can leave experienced learners disengaged and beginners overwhelmed.

Capabilities
  • Skills preassessment
  • Adaptive learning paths
  • Automatically generated quizzes
Request flow
  1. 01Read the learner's background
  2. 02Outline a tailored curriculum
  3. 03Retrieve source material
  4. 04Create checkpoints
  5. 05Sync progress to the LMS
Integration note

Use one endpoint across explicitly selected models, while learner progress remains in the LMS or application data layer.

Interactive STEM Lab Tutor

Read simulation state, check calculations and safety limits, and return contextual feedback inside the lab flow.

Expected outcome

Gives students more consistent support with calculations, safety checks, and experimental feedback.

Workflow constraint

Remote STEM students may lack hands-on guidance while working through simulations.

Capabilities
  • Formula checking and solving
  • Reaction guidance
  • Safety-limit auditing
Request flow
  1. 01Read the lab setup
  2. 02Calculate the expected outcome
  3. 03Update the simulation canvas
  4. 04Audit safety limits
  5. 05Provide contextual feedback
Integration note

Use structured output where supported for model feedback, while calculations and safety limits remain controlled by the application.

Language Fluency Coach

Process recorded speech through selected audio-capable models and return structured language feedback.

Expected outcome

Gives learners more opportunities to practice and receive structured language feedback.

Workflow constraint

One-to-one speaking practice can be costly and difficult to make available consistently.

Capabilities
  • Role-play scenarios
  • Voice input
  • Grammar and style scoring
Request flow
  1. 01Learner records a clip
  2. 02Analyze grammar
  3. 03Check idiomatic usage
  4. 04Score sentence structure
  5. 05Return a correction report
Integration note

Select models that report the required audio capabilities and keep anonymization in the surrounding data pipeline.

Bring us your workflow

These examples are starting points. Tell us what you need to connect, review, and keep under your control.

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