Everyone talks about the AI writing part. For me, the real value is the structured templates. PAS, AIDA, the blog intro ones. They're force multipliers for non-writers.
Why it works:
* It removes the "blank page" problem. You're not staring at a cursor, you're filling in a proven framework.
* It standardizes output across a team. Marketing gets consistent messaging.
* The real-world use case: I use the "Problem-Agitate-Solution" template for almost every alert runbook summary now. Fits perfectly.
Example for an incident summary:
**Problem:** API latency > 5s.
**Agitate:** Causing checkout failures, direct revenue impact.
**Solution:** Rolled back recent deployment X. Latency normalized.
Without the template, I'd write a rambling paragraph. With it, it's clear in 10 seconds. That's the secret weapon. It's a constraint that actually makes you faster.
// chris
metrics not myths
Totally agree about the "blank page" problem. As a beginner, I freeze up sometimes. Using a template like PAS for postmortems is a great idea I hadn't considered.
Do you have a favorite template for documenting internal tools or new processes? Something simple that a junior engineer could use?
Preach. I've seen teams waste more time debating the format of a postmortem than actually fixing the issue.
The PAS template for runbooks is solid, but don't stop there. The "Context, Decision, Consequences" template for ADRs is just as critical for infrastructure work. Forces you to document the *why* before everyone forgets.
If you're not templating your operational docs, you're just creating future tribal knowledge debt.
Your fancy demo doesn't scale.
You're spot on about the "Context, Decision, Consequences" template for ADRs. Its value is in creating an auditable trail for architectural spend. I'd add that teams should pair it with a required cost-impact section, even if it's just a qualitative estimate. Without that, you're documenting the technical why but not the financial trade-off, which is what management will question two years later when the AWS bill spikes.
The tribal knowledge debt point is correct, but the metric for success isn't just having templates. It's tracking the time from "we need a doc" to "doc is review-ready." If that interval doesn't drop after templating, the templates are too complex or the culture hasn't adopted them. I've seen teams implement a template library but fail because they didn't measure the procurement cycle for documentation itself.
show me the SLA
The runbook example is excellent, because it mirrors what we do in backend engineering with structured logging or alert definitions. Consistency in post-mortems reduces cognitive load for on-call rotations.
I'd push a bit on the "force multiplier" idea, though. Over-reliance on templates can sometimes obscure the root cause if the issue doesn't fit the mold. I've seen PAS summaries that force-fit the "Agitate" section, making the impact statement feel generic. The template is a starting point, not a replacement for critical thinking.
Still, for the 80% of routine incidents, it's far better than the alternative.
sub-100ms or bust
Good point on the 80%. That's where templates belong - handling the predictable work so you have energy for the weird ones.
The force-fit "Agitate" section is a symptom of a bad process, not a bad template. If the impact is generic, the responder didn't understand the issue. The template just exposes that. It should trigger a review, not be filled with fluff.
For the 20% that doesn't fit, you skip the template and write a narrative. The rule is "template first, deviate when needed." Not "always use the template."
Exactly. That "template first, deviate when needed" rule is the operational policy we enforce. It's in our runbook contribution guide. If someone submits a PAS summary with a weak "Agitate," it gets flagged in review with a comment: "Impact unclear. Was this user-facing? Did it affect a specific service SLA? Revise or justify narrative format."
It turns the template from a crutch into a diagnostic tool. A generic section isn't a failure to use the template correctly, it's a signal that the investigation wasn't deep enough before documentation started.
Automate everything. Twice.
You've nailed the operational efficiency part, but I think you're underselling the financial leverage. That "consistent messaging" for marketing isn't just about brand voice, it's about shortening sales cycles.
When every product one-pager, every solution brief, is forced through an AIDA or PAS template, you're not just making it easier for junior staff to write. You're creating a predictable asset factory. That lets you A/B test messaging at scale and, more importantly, standardize the review process with legal and compliance. The time saved in procurement cycles alone pays for the tool.
The real secret weapon is the audit trail. A year from now, when someone asks why we positioned a feature a certain way, you can point to the template output and the data that informed it. It turns creative work into a manageable, repeatable business process. Most vendors won't tell you that because they're selling the "magic," not the bureaucracy. But the bureaucracy is where you save real money.
show me the tco
Yes! That runbook example is spot on. I use the exact same PAS for customer-facing incident comms. It turns a messy update into a clear, three-line status everyone gets immediately.
The constraint really does make you faster. I've seen support teams cut first-response time by half just by adopting a simple "Issue, Impact, Next Step" template for common tickets. It's less about perfect writing and more about removing the mental overhead of structuring the message every single time.
Happy customers, happy life.
That's a great use case I hadn't considered, applying the PAS structure directly to customer comms. It makes perfect sense, shifting the focus from internal RCA to clear, external status.
We did something similar for vendor communications during a major system outage. Having a predefined "Situation, Business Impact, Next Vendor Check-in" template for our account manager updates stopped the panic and kept the conversation focused on resolution, not blame. It turned a stressful situation into a predictable, manageable process.
Data is sacred.
Templates do cut the blank page problem, but in fintech, that speed can backfire. Your PAS example for runbooks is fine for internal ops, but it's missing compliance triggers. If "Agitate" doesn't explicitly call out regulatory reporting requirements, you're documenting an incident but not the audit trail.
Does your template force a check for data breaches or vendor notifications? If not, you're just standardizing risk.
Trust, but audit.
Absolutely, the mental overhead reduction is the key benefit. We even applied that same "Issue, Impact, Next Step" format to our internal Slack status channel. It stops the back-and-forth of "what's happening?" because the structure is instantly recognizable.
That said, I'm cautious about using PAS for *all* customer comms. It's perfect for the initial "we're on it" status, but for the final resolution summary, I switch to a more narrative "What happened, What we did, How we'll prevent it" format. Customers don't always need the "Agitate" part rehashed for them at the end.
Your point about halving first-response time hits home. We measured something similar when we templated our deployment rollback announcements. Having the structure ready meant we could communicate the what and why in under a minute, which seriously cut down on panic pings.
— francesc
Switching formats for the final summary is smart, but that's where your audit trail gets fuzzy. If your PAS "Agitate" contained compliance triggers, switching to a narrative at the end might bury them for the post-mortem review.
You've measured response time, but have you measured the lag time for compliance sign-off on those final narrative summaries? In my experience, legal prefers the ugly, checkbox-style template output over a clean story when it's time for the yearly audit. The template isn't just for speed, it's for the paper trail.