Messaging that rewrites itself from your KPIs.
Canopy Learnings is the self-improvement loop inside Canopy. Every week, agents send new versions of each message to matched groups alongside a holdout, score them on the KPI you chose, such as positive replies, meetings or pipeline, and promote the winners within guardrails your team sets. Every change is logged, explained and reversible.
What changes on day one.
Without Canopy
- Sequences written once and left to decay
- Objections heard on calls but never written down
- Changes made on instinct, with no way to know if they helped
- Playbooks that describe how the team sold two years ago
With Canopy
- Messaging that rewrites itself every week from your KPIs
- Every objection tagged in the buyer's own words
- Every change tested against a holdout group
- Playbooks updated as results come in
The loop, in detail.
Every week, agents test new versions of your messaging against a holdout, measure them on pipeline per 100 accounts, and keep what wins. Every change is logged, explained and reversible.
- 01SendAgents send variants of each message to matched groups, with a holdout that keeps the current version.
- 02MeasureEvery variant is scored on the KPI you chose: replies, clicks, meetings, pipeline or retention.
- 03LearnWinners and losers are explained in plain language, including the objections behind them.
- 04RewriteWinning variants become the new default automatically, within the guardrails you set.
In your workspace, every change is tested against a live holdout, measured on pipeline per 100 accounts, and logged with its result.
From signal to outcome,
with your team in the loop.
How Learnings runs, step by step. Agents handle the repetitive work, and people approve what matters.
- Tag
Tag every outcome
Replies, calls and product events are tagged with the reason behind them, in the buyer's words.
- Test
Run the experiments
Agents write new variants and send them to matched groups, with a holdout that keeps the current version.
- Promote
Ship the winners
Variants that beat the holdout on your KPI become the new default automatically.
- Repeat
Every single week
The loop never stops, so results compound instead of decaying.
Agents work the hours.
Your team makes the calls.
Here is how a typical day runs once Learnings is live. The repetitive work happens before anyone logs in, and people spend their time on decisions and conversations.
Everything Learnings handles for you.
Objection tagging
The real reasons buyers hesitate, captured in their own words across every channel.
Weekly brief
One page every week: what changed, why, and what it did to your numbers.
Holdout testing
Every change is measured against a control group, so improvements are real, not anecdotal.
Change log
A full history of every brief, sequence and playbook change, with who approved it.
Playbook library
Your winning messages, objection handling and plays, kept current as results come in.
Rep coaching
Patterns from calls and replies turned into coaching notes for each rep.
Where teams put it to work.
Messaging
Find the openers, angles and proof points that actually earn replies in your market.
Objection handling
Turn the objections your buyers raise most into content, follow-ups and enablement.
Go-to-market strategy
See which segments, signals and plays produce pipeline, and shift effort toward them.
Judged on outcomes.
Every week, something measurable gets better, and you can see exactly what changed and why.
No new system of record.
Learnings reads from and writes back to the tools your team already uses. Your CRM stays the source of truth.
HubSpot
Salesforce
Gong
Granola
Claude
SlackDefault mode: Self-improving · always on
- Choose draft only, approve to send or automatic for this workspace.
- Every draft shows the evidence it used and a confidence score.
- Every send is logged with who approved it and what they saw.
Software, plus the people who run it.
Learnings is never handed over with a login. Your Canopy GTM Engineers build it, tune it every week and answer for the numbers alongside your team.
Set the KPI each workspace optimizes for, with your team
Define the guardrails: what can change automatically, and what needs approval
Review the weekly brief of what changed and why
Seed new hypotheses the agents would not think of on their own
“They didn't just 'tidy up' our CRM, they rebuilt it as a clear growth engine. We now have a defined, intuitive pathway from lead to outcome, accurate reporting we can trust and a system that genuinely supports our sales team.”
Angela Hammond · Commercial Director, Business Leader
Learnings questions.
Anything else, contact us.
What is self-improving sales messaging?
Messaging that is tested and rewritten from results every week, so it improves instead of decaying. Canopy Learnings sends new versions against a holdout, scores them on your KPI and promotes the winners within your guardrails, and your GTM Engineer reviews every change with your team in a weekly brief.
Does it really change messaging on its own?
Yes. Within the guardrails you set, winning variants of subject lines, openers, angles, timing and templates are promoted automatically. Anything outside them, such as a new claim, offer or audience, waits for approval.
Who approves the changes?
You decide. Most teams let tested winners ship automatically and have their Canopy GTM Engineer review the weekly brief. Every change is logged with its result, and anything can be rolled back.
How do you know a change worked?
Changes roll out with a holdout group. The weekly brief reports the difference, and changes that do not help are rolled back.
Can we see the history?
Yes. The change log keeps every version of every brief and playbook, with the result it produced.
Does Learnings work across workspaces?
Yes. An objection heard on a sales call can change an outbound brief, and a lifecycle finding can change a deal follow-up.
How long before Learnings is useful?
It starts tagging from the first send. Patterns become reliable once there is enough volume, usually within the first weeks of adoption.
What is a holdout group?
A matched group of contacts that keeps receiving the current version of a message while new versions are tested. Comparing results against the holdout shows whether a change actually helped, so every lift Learnings reports is measured against a control.
How long does a test run?
About a week. Changes roll out on Monday with a holdout, their results land in the following Friday's brief, and changes that lose are rolled back. Your GTM Engineer reviews that brief with your team every Friday and approves the next round.
Can we roll back a change?
Yes. Every change is logged with who approved it and the result it produced, and any change can be rolled back. Variants that lose to the holdout are rolled back automatically, and every promotion is recorded with the result that earned it.
What KPIs can Learnings optimize for?
Each workspace has one KPI it is responsible for, chosen with your team: replies, clicks, meetings, pipeline or retention. In practice that means measures such as positive reply rate for Outbound, click-to-open rate for Lifecycle and follow-up reply rate for Deals.
What is in the weekly brief?
One page every week: what changed, why, and what it did to your numbers, including the objections behind winning and losing variants in the buyer's own words. Agents draft it, and your GTM Engineer reviews it with your team before the next changes ship.
Explore the other workspaces.
Further reading.
Baseline these six sales KPIs before you buy another GTM tool
Six sales KPIs to pull from your CRM before you buy another GTM tool, with the formula for each, where it lives in HubSpot and what to compare it to.
Traditional RevOps is dead. Here is what replaces it.
RevOps spent a decade on audits and dashboards. GTM engineering and an agent layer on your CRM replace it: what changes, and how to test your own setup.
Speed-to-lead should be minutes, not days
Speed to lead should be minutes. Where the five minute rule comes from, how slowly B2B teams still reply, and how an agent drafts the first touch.
Apply to become a launch partner.
We're onboarding a small group of revenue teams ahead of general availability. Launch partners get founder-led deployment, launch pricing in writing, and a direct line into what we build next.
- Founder-led deployment
- Launch pricing, in writing
- A say in the roadmap