For Finance & Procurement

One-time license. No per-seat creep.

jCodeMunch is a one-time payment, not a subscription. It doesn't change what your AI provider charges. It changes how an agent reads code: one function instead of whole files. On our public benchmark a lookup reads 94.5% fewer tokens on average than grep-and-read (15 lookups on 3 repos, tiktoken cl100k_base). Whether that shows up on your bill depends on the rest of the session, and the 30-day guarantee is there so you can find out.

What it doesn't replace

Your AI plan or API spend

  • jCodeMunch doesn't cancel or shrink a plan
  • A whole session also pays for everything else the agent reads and writes
What we measure: tokens per lookup, on a public benchmark
What you buy

One-time license

  • $79 · Builder (1 dev)
  • $99 · Trio Builder (Code + Doc + Data)
  • $349 · Studio (5 devs)
  • $1,999 · Platform (org-wide)
Renewal: none

What finance needs to know

Builder
$79 once

One developer, commercial use, no renewal.

Studio
$349 once

Up to 5 developers on one payment. When the team grows past five, Platform covers everyone.

Platform: org-wide
$1,999 one-time

Unlimited internal seats. No per-seat invoice surprise next quarter when the team grows.

Paying by invoice? We invoice companies on 30-day terms and take purchase orders: write to j@gravelle.us. For a quote to attach to the request, download the Platform quote (PDF) for jCodeMunch or for all three tools.

Procurement-friendly controls

Self-hostable

Local ONNX embeddings. Indexes never leave the machine. No data egress to a third-party SaaS just to find a function definition.

Trusted-folder boundaries

Server only reads what you whitelist. Path validation, automatic secret redaction, rate limiting.

Open spec (jMRI v1.0)

Apache-2.0 retrieval interface. Vendor-independent. Your investment in retrieval discipline outlives any single tool.

Audit-able

audit_agent_config surfaces exactly what tokens your team is paying for before they reach the model. Hard to budget what you can't measure.

See what a lookup costs View all tiers The terms on one page
Verified by practitioners

Four signals. Four buyer emotions.

Efficiency
5×

"Roughly 5× more efficient context retrieval."

Artur Skowroński · VirtusLab
Reasoning Quality
Tokens for thinking, not retrieval

"Preserves your context budget for actual reasoning."

Sion Williams
Structural Depth
Queries native tools can't answer

"Structural questions you simply can't ask Grep or Glob."

Traci Lim · Amazon Web Services
Scarcity Economics
Context is the scarce resource

"The whole game is what you choose not to put in the prompt."

Eric Grill
94.5%
fewer tokens per lookup, on average
80%
A/B task success rate (one outside test, one codebase, 25 runs per arm, Sonnet 4.6, March 2026)
32%
timeouts (vs 40% baseline)
16,000+
tests passing