Every prompt on a large codebase kicks off a blind search — agents spawning, wrong files loading, tokens burning on noise. GrapeRoot Pro gives the AI a map instead.
83% max on debugging tasks · 45% average across all task types · benchmarked, not estimated →
Benchmarked — not estimated
78 real prompts across Medusa (TypeScript), Gitea (Go), and Sentry (Python). Full methodology
33 prompts where GR wins on cost · GrapeRoot Pro v6
Normal Claude
GrapeRoot Pro
Avg quality score
higher is better
77.6
81.5
Avg cost per prompt
lower is better
$1.60
$0.69
Quality per dollar
higher is better
49 Q/$
118 Q/$
Quality win rate
on prompts shown
25%
75%
Token reduction varies by task type: debugging & targeted fixes avg 59% (up to 83%) · exhaustive scans avg 20–45% — that's expected, and why we publish the raw data.
All benchmarksTested on 3 real production codebases
78 prompts · TypeScript, Go, Python · same model (Claude Sonnet 4.6) · LLM judge
medusajs/medusa
GR Pro v6
View benchmark →
go-gitea/gitea
GR Pro v6
View benchmark →
getsentry/sentry
GR v3
View benchmark →
GrapeRoot cheaper on all 3 codebases — different languages, same result.
What Pro unlocks
Paste a crash. Get a diagnosis in seconds — root cause, every file that could be impacted, and who last touched the code.
No more 30-minute agent explorations.
Architectural decisions, past failures, and the reasoning behind every key choice — stored permanently and surfaced automatically.
Stop re-explaining context to a fresh AI.
Every response includes a coverage score showing how completely the AI understands your codebase. No silent gaps, no blind guesses.
Catch blind spots before they cause mistakes.
See every entry point, hotspot, and high-risk area in one view — which files everything depends on, ranked by blast radius.
Built from real import and call edges.
Simple fix? Use the cheap model. Deep debugging session? Upgrade automatically. GrapeRoot routes each task to the most cost-effective model.
Save on AI costs without thinking about it.
Find circular dependencies and dead exports before they ship. Keep the graph clean as your codebase scales.
Proactive, not reactive.
Standard vs Pro
Pick your plan
Standard
Free
Up to 500 files · forever
Pro
Pro Plan
Contact us to get access.
Up to 1M files
57%
avg cost saved
75%
quality wins
Enterprise
Custom
Large teams & orgs
Drop us a message and we'll get you set up. No sales funnel, no automated drip — just a real conversation about your setup.