Documented resultSix-node agentic workflowDiagnostic scenario validation (unspecified; completed): Scenario testing; detailed outcomes not supplied. 40 vehicle-diagnostic scenarios; 1,000 PostgreSQL service-history records. Diagnostic scenarios tested: 40. Count of tested scenarios, not a scenario success rate. Service-history records: 1,000. PostgreSQL service-history dataset size; not number of successful diagnoses. Decision-support POC, not a substitute for a certified technician. Recall describes the 100-query retrieval evaluation, not field diagnostic accuracy. Separate lexical/dense scores and scenario pass rates are not supplied.
41 automated unit/API tests passed with 0 failures.
Documented result41 automated testsAutomated unit/API tests (automated local; completed): Automated unit/API validation. 41 automated tests with synthetic lead inputs. Automated tests passed: 41. 41 automated unit/API tests passed with 0 failures; not live service checks. Automated test failures: 0. Zero failures in the 41 automated unit/API tests; not a production failure rate. Synthetic dealership leads; portfolio POC, not a production dealership platform. No customer usage, conversion, revenue, ROI or time-savings claim is supported. Local mocked orchestration latency excludes external-service performance; it must not be presented as production latency. 6.163 seconds is application-reported latency for one live cross-service run, not a percentile, SLA or production performance estimate.
Live HubSpot, Google Sheets, Groq and cross-service validation.
Documented resultLive integrations validatedLive external-service validation (live external; completed): Service-specific checks and one application-reported cross-service run. Synthetic automotive sales leads; 9 HubSpot, 5 Sheets, 3 Groq checks and 1 cross-service workflow. HubSpot validation checks: 9/9. 9 passed of 9 live hubspot validation checks; synthetic leads, not customer impact. Google Sheets checks: 5/5. 5 passed of 5 live google sheets checks; synthetic leads, not customer impact. Live Groq checks: 3/3. 3 passed of 3 live live groq checks; synthetic leads, not customer impact. Live cross-service workflow: 1/1. 1 passed of 1 live live cross-service workflow; synthetic leads, not customer impact. Live workflow latency: 6.163 seconds. Application-reported elapsed time for the single live Groq → HubSpot → Sheets workflow; no percentile supplied. Synthetic dealership leads; portfolio POC, not a production dealership platform. No customer usage, conversion, revenue, ROI or time-savings claim is supported. Local mocked orchestration latency excludes external-service performance; it must not be presented as production latency. 6.163 seconds is application-reported latency for one live cross-service run, not a percentile, SLA or production performance estimate.
Documented resultDuplicate-safe synchronizationLive external-service validation (live external; completed): Service-specific checks and one application-reported cross-service run. Synthetic automotive sales leads; 9 HubSpot, 5 Sheets, 3 Groq checks and 1 cross-service workflow. Local mocked orchestration benchmark (local mock; completed): Local mocked provider/CRM/reporting workflows; median and p95 orchestration timing. 25 local mocked benchmark workflows and 6 mocked duplicate-prevention scenarios. Synthetic dealership leads; portfolio POC, not a production dealership platform. No customer usage, conversion, revenue, ROI or time-savings claim is supported. Local mocked orchestration latency excludes external-service performance; it must not be presented as production latency. 6.163 seconds is application-reported latency for one live cross-service run, not a percentile, SLA or production performance estimate.
LangGraph orchestrates validation, scoring, LightGBM/XGBoost risk modeling, retrieval and explanation.
Documented resultScoring → prediction → explanationIn-progress research/portfolio system; synthetic Synthea / FHIR-compatible records, no hospital production deployment or clinical-validation result. RAGAS/Langfuse evaluation and Prometheus/Grafana/Loki observability are designed/planned. No completed benchmark values are supplied.
Profile states optimization for sub-500 ms inference; measurement definition not supplied.
Documented resultsub-500 ms inference · profile statementProfile-reported inference latency (unspecified; completed): Measurement method, aggregation, hardware and sample count not supplied. Inference workload not specified in the profile. Reported inference latency: sub-500 ms. Profile-reported bound; no p95/p99, hardware, sample count or SLA supplied. Validation accuracy across four classes; dataset size, split details, class names and external validation are not supplied. Sub-500 ms inference statement has no supplied hardware, percentile, sample size or production SLA definition.
Documented resultVersioned model → container → AWSValidation accuracy across four classes; dataset size, split details, class names and external validation are not supplied. Sub-500 ms inference statement has no supplied hardware, percentile, sample size or production SLA definition.