Running it: from first trigger to a compounding loop

Do not launch the full library on day one. Pick the single highest-conviction trigger, capacity pressure at 80% of seats, and wire it end to end for a small cohort: detect, score, draft the personalised offer, route to a human, observe the real outcome. Prove that loop closes a deal a human would otherwise have missed before you add the second trigger. A complete narrow loop beats a broad one full of stubs, and it gives the readiness score real outcomes to learn from instead of guesses.

Then instrument the agent's own conversion, because it is a growth surface and deserves to be measured like one. Track the share of expansion ARR the agent sourced, the conversion rate per trigger type, and the latency from signal-crossing to offer-delivered, because that latency is the leak you set out to close. With existing customers now driving around 40% of new ARR across B2B software and well past 50% at scale, the agent's job is to push your share of that toward the front of the pack, and you cannot push a number you do not watch.

Let the weights drift toward truth. A monthly review reads the agent's results and lets the score re-weight: which triggers over-fired, which bands under-converted, which offers got ignored. This is the compounding part. The loop gets smarter every cycle because it is fed its own closed deals, and a year of that beats any static rule set a consultant could hand you. The fixed-rule version stops improving the day you ship it; the learning loop is still getting better at renewal.

Done right, you stop running expansion campaigns and start running an expansion system. Signals fire, the agent senses and scores, the right offer reaches the right account the week it earned one, a human closes the deals that need a relationship and the product closes the rest, and NRR climbs as a managed number rather than a quarterly scramble. That is the whole point of the pillar on growing net revenue retention: the agent is how a lean team makes expansion continuous, which is the only way it ever compounds. Pair it with winning back the customers you lost and the retention base stops leaking from both ends at once, which is what finally unlocks compound growth.