tokenthread is the only product that ties llm consumption to the
prs, tickets, and commits your teams ship. every team on one
board. cross-team work split. shadow ai surfaced. no manual
tagging. by monday of week two.
your ai stack can tell you what it spent. not what it shipped.
01what did this week's tokens actually ship?
02which teams are getting the most agent leverage?
03which projects are ai-leveraged — and which are stuck?
04which teams ship more code with agent help than without?
05when agents fail, what work gets wasted?
06which prs would never have shipped without ai?
tokenthread answers each one by monday of week two. no manual
tagging. no proxies. no sql.
// the team board · token → pracme inc · this week
every token, attributed. or counted as missing.
team token flow · this week
live · 60s
// 284.4Mtotal ·235.2Macross 25 PRs ·13%from agents ·49.2Munattributed (17.3%)hover a team to focus their PRs
// monday in slack
top teams + agent share per team, weekly digest in-channel. /tt-expert for ad-hoc lookups.
// cross-team work, split
a PR touching two teams is split across them. never double-counted.
// unattributed, visible
tokens that didn't ship show as hatched lanes. nothing hidden.
// new teams, eased in
teams onboarding to ai or running sensitive work: full capture, no public rank. opt-in.
// from token to outcome, in 2 hops
capture, then correlate. that's the whole pipeline.
01
capture
sidecar · one binary
a single sidecar per engineer tails the session files your tools already write — claude code, codex, aider, cursor. no ide plugin, no proxy, no workflow change.
02
correlate
git anchors · vector match
every session is bound to the pr or ticket it produced. cross-team work is split across teams. unattributed tokens stay visible as hatched lanes.
// q03: which projects are ai-leveraged?helio · 7d
the org view shows it.
helio/console·token flows
// breakdown
// window
// hover a node to focus its flows · click an artifact node to open the PR or jira ticket
// swipe to see all lanes →
tokens this wk
412.6M
outcomes
47 PRs · 23 tickets
tokens / PR
2.02M
shadow ai
2.3%
every lane is tokens flowing into a shipped artifact. wide lanes
are high-leverage projects. hatched lanes are tokens that didn't
ship. the team board ranks teams; this ranks the projects they
ship.
// monday morning, in-channel
the team board, in your eng-leads channel.
by 9am monday, the weekly impact digest is in your
eng-leads channel: top teams, what they shipped, agent
share per team — every rank one click from the merged
pr. engineers can /tt-expert any topic without leaving
the thread.
$/tt-expertcheckout v2
#eng-leads·18 members
tokenthreadAPPmonday 9:00 am
weekly impact snapshot. your org spent 412.6M tokens. here's what each team shipped.
top 3 teams this week
01
growth▲ +9▲
·shipped checkout v2 ab harness · 3 variants
·cut /pricing LCP 300ms · merged
·21% of tokens came from agents this week
77.9M
02
platform▼ -2
·refactored auth middleware · redis sessions
·opened sdk v2 codegen pipeline · in review
·9-bug P2 rollup · 1 of 9 merged
76.4M
03
frontend▼ -1
·published tokens v3 to npm · merged
·fixed 11 axe violations · merged
·settings rebuild on tokens v3 · in review
61.3M
try /tt-expert checkout v2 to see who's already shipped this
// what week two looks like
every team's ai impact, in slack by monday.
// request access
work emailstep 1 of 3
// stays here. no list-buying, no enrichment.
// in the box
+private dashboard at your-org.tokenthread.ai
+weekly impact digest in slack, ready for monday
+every llm session correlated to a pr or ticket
+learning mode for new teams — full capture, no rank
+shadow ai surfaced — unapproved tool spend, day one
// ready to see your own?
book the pilot.
30-day private beta, gated to one engineering team at a
time. drop your details and we'll be in touch.