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Your measured distribution partner for AI adoption.

For AI infrastructure, database, cloud, API, auth, observability, and developer-tool teams: reach the right builders, drive real product usage, and turn adoption into account proof your revenue team can use.

Distribution partner, not just analytics

Reach senior AI builders where stack choices happen.

Turn credits, launches, MCP setup paths, docs, and workshops into measurable product usage.

Hand revenue and partner teams account proof instead of vanity reach.

Measured distribution

Route ICP builders through community, credits, launches, docs, and workshops.

Enterprise adoption proof

Source-labeled events, launches, docs, usage, and project proof.

Account intelligence

Technical champions, account fit, blockers, and qualified pipeline.

Governed exports

Executive readouts and CRM-ready next actions when scope is approved.

List productNo-signup public intake Publish credits/perksOffer review first Start workspaceClaim, track, and govern

Submit first. Use workspace for ownership, tracking, or exports.Scope a builder program

Enterprise evaluation brief showing source-labeled adoption evidence, account opportunities, proof gaps, and recommended next actions. — Buyer packet preview: adoption evidence, account opportunities, proof gaps, and approval path.

Built for ICPs

Put your product in front of builders who create pipeline.

tokens& is the distribution layer between developer attention and enterprise adoption proof: identify the right technical audience, route them into a useful motion, then prove which accounts and workflows are worth the next dollar.

AI infrastructure and model platforms

Get qualified builders to try agents, evals, inference, gateway, or model workflows, then prove retained usage by account and use case.

Database, vector, and data platforms

Route RAG, agent memory, semantic cache, analytics, and workload proofs to the accounts most likely to expand.

Cloud, auth, observability, and API tools

Package credits, setup paths, MCP integrations, and technical docs into a distribution motion with source-labeled adoption evidence.

DevRel, growth, product, and revenue teams

See which segment, offer, workshop, launch, or partner motion creates technical champions, pipeline, and the next governed action.

The Adoption Loop

Run one motion. Prove it. Scale only what works.

tokens& turns events, launches, credits, docs, and product usage into a source-labeled loop your enterprise team can defend: prove the stack works, cultivate technical champions, and route qualified pipeline before expanding spend.

ICP signal

Find

Find the builder and account segments most likely to adopt your product or partner stack.

Activation path

Steer

Route them into a builder challenge, launch, workshop, credit/perk, docs/API path, or pilot.

Usage evidence

Measure

Track technical champions, activation, retained usage, source quality, blockers, and account demand.

Next action

Decide

Show what to repeat, fix, stop, export, or hand to revenue and partner follow-up.

Adoption intelligence foundation

One evidence graph behind every launch, credit, and builder program.

Connect public sources, sessions, docs, credits, and product events to ICP, use case, account, and usage evidence. Start free; add paid scope when live account mapping, governed exports, or operators are needed.

Route signals into ICP fit.

Turn activity into account demand.

Export next actions only when governed.

Start free workspace Sample proof readout

Source signals

Networkaudience fit

Sessionsquestions + attendance

Campaignssource + UTM

Docstopic intent

Creditsclaim + activation

Product eventsusage + retention

Governed adoption graphsafe

evidence

Graph

ICP

fit

Use case

intent

Account

mapping

Usage

retention

Source trailConfidencePrivacy

Practical outputs

Product usage

activation, retention, drop-off

Account demand

matched accounts + fit

Proof gaps

missing evidence, blockers

Next steps

session, export, outreach

Field proof package

Evidence buyers can inspect in one pass.

Show the room, the product motion, and the account action without a long deck.

Open community proof archive

DevRelGrowthProductRevenueExec

250k+ members across high-signal builder communities

Proof-source context across credits, sessions, docs, usage, and account proof.

AWS

Vercel

Supabase

Redis

WorkOS

Auth0

Okta

Datadog

ClickHouse

OpenAI

GitHub

Render

Builders working in a full hackathon room during a Tokens& community activation.

FIELDS01 · SOURCE

Source-labeled room

event-hackathon-room.jpeg · AWS

Who showed up, where they came from, and which ICP segment they match.

Builders gathered around a laptop during an activation session.

SESSIONS02 · USAGE

Build activity

event-build-session.jpeg · builder proof

Session evidence turns interest into product-surface and retention proof.

A builder receiving a prize after presenting project proof at a Tokens& community event.

READOUTS03 · ACTION

Buyer packet

event-prize-award.jpeg · outcome

Executive summary, account rows, next action, proof gaps, and export path.

FAQ

Setup, trust, and handoff.

What can teams explore first?

Start a free company workspace, add the product, submit public context or offers, review sample proof, and define one launch or builder-program path. Enterprise scope starts when the team needs live usage, retention, account mapping, exports, or governed operators.

We already track ROI internally. Why use tokens&?

Keep the internal dashboard. tokens& adds the external activation layer: route the right ICP, run one measured builder motion, connect first success and retention to account demand, and show what to repeat, stop, or send to revenue.

Do you help with distribution, not just measurement?

Yes, when the team wants operator-led scope. tokens& can act as a measured distribution partner: choose the right builder motion, route it through community, credits, launches, docs, or workshops, then turn the results into account proof and the next action.

How do you protect the audience?

Participants get useful discovery, credits, events, and project support. Companies receive privacy-safe adoption signals with clear provenance; private customer data, raw private identities, and account details stay governed by scope and consent.

Can we trust the numbers?

Every report separates sample data, public signals, customer-provided events, account matches, aggregate benchmarks, and assumptions so teams can see what is verified.

What happens after the first readout?

You get technical champions, account opportunities, a campaign recommendation, an executive summary, and the next motion to grow product usage.

Partnership path

Request scope when account proof matters.

Use the free workspace to browse Agent Skills, add your product, prepare public proof, and see the workflow. Bring us in when the decision depends on live account intelligence, usage analytics, campaign ROI, exports, operators, distribution guidance, or an executive readout.

Participants get useful discovery, credits, events, and project support. Companies see privacy-safe adoption signals, not a resale list of people.

Start free company workspace Request partnership scope Browse free registry

Free version includes

Company workspace

Create the account with a work email and manage product context.

Start workspace

List product

Add products, docs, MCP servers, setup context, and public evidence.

Add product

Publish credits/perks

Publish credits, free tiers, launch paths, and partner programs.

Add offer

Agent setup path

Publish an installable product setup path builders can use in Codex, Cursor, or Claude.

Add setup path

Upgrade trigger

Upgrade for live account mapping, usage analytics, exports, campaign ROI, operator-led distribution, and executive-ready reports.