Join the complete engineering evidence graph
Clavinci connects AI sessions, tokens, caches, models, commits, Jira, pull requests, CI, deployments, and incidents so cost and delivery questions use one source of truth.
Alternative guides
Choose Clavinci when you need one evidence system for AI cost, code survival, DORA, sprint delivery, review health, stability, adoption, AI quality, and operational coverage, with replayable attribution and every sensitive read governed. Choose Waydev when custom dashboards and formulas, planning and resource views, developer surveys, external benchmarks, conversational analysis, broad integration coverage, or customer-managed deployment are central requirements.
Sources checked: 2026-07-16
01 / switch case
Clavinci connects AI sessions, tokens, caches, models, commits, Jira, pull requests, CI, deployments, and incidents so cost and delivery questions use one source of truth.
The flagship ROI view uses cost per merged line that remains in production after 30 days, alongside cost per issue, story point, and AI-attributed CI work.
Time, file, session-trailer, and Jira signals are versioned and replayable. Engineers can dispute incorrect attribution and follow the resolution.
DORA, sprint flow, PR review, stability, re-roll, acceptance, tool-task fit, prompt complexity, churn, and adoption share the same event model.
Engineers receive personal sessions, cost, attribution, delivery, sprint, quality, audit, export, deletion, and dispute controls rather than appearing only as rows in a management report.
Admins can inspect uptime, sync, coverage, freshness, silent engineers, parser errors, rate limits, crashes, latency, and Jira health before trusting a trend.
02 / honest constraint
Waydev publishes custom dashboards, custom metrics, reports, API access, and enterprise data exchange for organizations that need a configurable analytics layer.
Planning, resource allocation, project costs, targets, notifications, developer-experience surveys, and benchmarks are meaningful Waydev advantages when they belong in one suite.
Waydev Agent and Waydev MCP provide query and integration surfaces that Clavinci does not currently offer.
Waydev's AI Checkpoints and code-to-production reports may fit teams that want full-session checkpoint records and accepted-line lifecycle analysis.
Waydev publishes established tiers, service levels, dedicated success support, a broad integration catalog, and customer-managed deployment choices.
03 / readiness
Review the product model and commercial fit before treating Clavinci as a replacement.
The organization wants AI input, git output, Jira delivery, pull request collaboration, CI, deployment, and incident evidence joined in one model.
The buyer values 30-day code survival, cost per delivered outcome, and AI versus manual cohort analysis more than a custom formula builder.
Engineers and leaders agree on the reporting-line access model, audit visibility, privacy floors, and prohibited anti-metrics.
The structured content boundary satisfies security, legal, and workforce-governance requirements.
Clavinci's commercial hosted model passes procurement, residency, subprocessors, retention, and service review.
Waydev dashboards, custom metrics, surveys, benchmarks, planning records, checkpoint history, Agent queries, and MCP workflows have been inventoried before migration.
A validation window will compare attribution quality, tool field coverage, Jira mappings, CI and PR joins, and collection health against real repositories.
04 / boundaries
AI adoption and cost analysis, token and cache economics, code-to-delivery attribution, DORA, sprint and Jira flow, PR and review health, stability, AI quality, cross-tool comparison, role-scoped reporting, operational alerts, and collection-health monitoring where the source integrations overlap.
Waydev custom dashboards and formulas, historical benchmarks, developer surveys, resource and initiative planning, project capitalization, Waydev Agent, MCP access, enterprise API workflows, or customer-managed deployment.
No automatic import of Waydev checkpoints, custom dashboards, survey results, planning records, benchmark history, or Agent conversations is promised. Preserve required exports and run both systems during attribution and metric reconciliation.
Sources checked: 2026-07-16