Navigara ties AI coding spend to the roadmap
Covered by Signal Brief for B2B SaaS product managers — one of 5 tools in Issue #13 · navigara.com
What it does
Navigara, which launched on Product Hunt this week, starts from the question every engineering leader eventually gets asked: is the AI budget actually producing anything? Co-founder Jirka Bachel built the tool after his own CFO, as CTO, asked whether roughly $150,000 a month in Claude invoices represented real value or just invoices. The platform reads your commit history, uses an LLM to understand the repository and explain what each merged change did, then scores the complexity of the work — a metric it calls Engineering Throughput Value, or ETV — so that refactoring 400 lines down to 40 scores higher than shipping 400 new ones. ETV splits into Features, Maintenance, and Documentation, and is measured against your team’s own pre-AI baseline rather than anyone else’s. To calibrate the metric, Navigara pointed it at open source first: across the public commit histories of Microsoft, Google, Cloudflare, OpenAI, Meta, and Vercel, ETV per engineer rose 116 percent between Q1 2025 and Q1 2026, measured across 676 contributors, with a live index updated daily. The roadmap move is what makes this a PM tool: Navigara connects token spend to the initiatives, epics, and tickets in Jira or Linear, so you can see the exact cost per roadmap item, isolate work that has a ticket but no initiative, and put a dollar figure on off-roadmap waste and maintenance burn. It can act on the signal too, automatically routing routine CRUD tasks to lower-cost models without sacrificing quality. Process Checks positions it as Sentry for engineering processes, and a coming feature called Context Chain aims to turn the roadmap into an interconnected brain of the business. Connects in minutes via Git history, Jira/Linear, and AI coding licenses; deployment spans fully on-prem, an on-prem collector that ships only scores and metadata, and hosted with code processed but never retained or trained on. SOC 2, ISO 27001 in Q3, 14-day trial.
Why it matters for PMs
The roadmap is becoming the unit of AI accounting, and that changes how prioritization gets defended. Three takeaways. First, cost-per-initiative belongs in your ROI models now: if a roadmap item costs three times what it should in AI spend because the underlying work is off-roadmap sprawl, that is a roadmap fact, not just an engineering one — and “off-roadmap waste, in dollars” is a conversation PMs should be having with engineering leadership quarterly. Second, expect the CFO question — what did the AI budget produce? — to become routine; PMs who can answer in roadmap terms (these initiatives shipped, at this cost, against our own baseline) will win the next budget conversation, and “we think so” will not survive it. Third, a caution: any single metric of engineering output gets gamed eventually, and complexity scoring is no exception — treat ETV as a directional signal to pair with judgment, not a leaderboard. The broader signal worth internalizing: as AI compresses build cost, the scarce skill is directing spend, and the tools that connect spend to strategy are the ones to watch — and borrow patterns from.
The link Signal Brief published for this tool in Issue #13.
The other 4 tools in Issue #13
5 tools like these, every weekday before standup.
Join Signal Brief for $10/month or $96/year — every tool with why it matters for PMs and a direct link. No sponsors, no noise.
Start your 7-day free trialNo card required to start. Cancel anytime.