New User Onboarding Checklist AI recommendations | Parse
We have a customer-facing SaaS product. What DAP is best for building a "new user onboarding checklist" widget?
Data as of Sep 26, 2026 · Based on 311 AI responses from ChatGPT Search and Google AI Mode · See how Parse measures this
If your priority is product-led activation with behavior-triggered checklists and segmentation, choose Userpilot. For a fast no-code launch use Appcues; choose Chameleon for pixel-perfect native design; use or on a tight budget; pick if unified product analytics is essential.
Best when you need to ship a checklist immediately without developers: drag-and-drop, non-technical setup for product teams; caveat: less deep behavioral automation and analytics than Userpilot.
Best when you need behavior-driven, activation-focused checklists that trigger on user actions and support segmentation and A/B testing; tradeoff: more configuration and higher price than simple no-code tools.
Best for small teams on tight budgets that need straightforward checklists and tours at a low price; caveat: lacks advanced automation, deep segmentation, and enterprise features.
Best for mid-market to enterprise teams that need unified product analytics with onboarding—use when retroactive usage data and feature stickiness matter; caveat: heavier and more analytics-focused than simple builders.
For a customer-facing SaaS product specifically looking to build a persistent “new user onboarding checklist,” I’d shortlist Appcues and Userpilot first, with Pendo as a broader product-analytics/in-app-guidance option.
DAP
Checklist fit
Particularly useful if…
Appcues
Excellent
You want a polished, persistent checklist with minimal engineering
You want deeper behavioral targeting + product adoption analytics
Pendo
Very good
You also want substantial product analytics and a broader in-app guidance platform
WalkMe / Whatfix
Capable
Your problem extends into complex enterprise workflows/employee adoption
My take: Appcues for the specific widget
Appcues has a purpose-built Checklist component: a persistent floating beacon opens a task list, each item can navigate somewhere or launch an in-app flow, and completion can be driven by events, user properties, clicks, or flow completion. It also supports targeting and segmentation.
That's unusually close to your stated requirement rather than something you'd have to assemble from generic tooltips/modals.
Userpilot has essentially the same core checklist pattern—no-code creation, branded UI, conditional visibility, real-time triggers, progress tracking—but puts more emphasis on product adoption analytics and behavioral segmentation.
So I'd lean Userpilot if your product team is likely to ask questions such as:
Which onboarding step causes the most drop-off?
Does completing step 3 predict activation?
Should different personas get different checklists?
Can we trigger the checklist based on what the user actually does?
Where Pendo fits
Pendo is compelling if the checklist is just one piece of a larger requirement. Its Guides support overlays and embedded experiences, while its Resource Center can combine onboarding, guides, announcements, feedback, and other modules. It also has substantial product-usage analytics.
One important product-design point
Don't make the checklist a generic “learn our product” list. Make it an activation checklist:
Complete the one setup action required for value.
Perform the core action.
Invite/enable whoever else needs to participate.
Configure the key integration or workflow.
Reach the first meaningful outcome.
Appcues itself recommends keeping checklists to roughly 3–5 items and tying them to a defined activation goal.
If you tell me your SaaS's approximate size (e.g. PLG SMB, mid-market, enterprise), web vs. mobile, and whether you already have Segment/Amplitude/Mixpanel/etc., I can give you a more detailed Appcues vs. Userpilot vs. Pendo comparison around implementation, targeting, analytics, pricing model, and engineering effort.
Choosing the "best" Digital Adoption Platform (DAP) or product onboarding tool for a checklist widget depends heavily on your team's size, engineering appetite, and budget. For a customer-facing SaaS product, a checklist needs to look native, trigger state changes accurately via real user events (not just clicks on a tooltip), and not slow down your app.
The top choices for building an in-app onboarding checklist widget are broken down below by what they do best:
Userflow — Best overall for developer-friendly, pixel-perfect UI. Userflow feels the most native to modern web apps. Their checklist widgets are lightning-fast, highly responsive, and extraordinarily flexible to style so they don't look like a third-party blob injected into your app. It has robust event tracking and is generally loved by product and engineering teams alike.
Userpilot — Best for product-led growth (PLG) teams who want built-in analytics. Userpilot combines a powerful no-code checklist and resource center builder with strong product analytics (feature tagging, funnels, and trend tracking). It is an incredible value-for-money option if you want to tie your checklist completion directly to user behavior analytics without paying enterprise-level Pendo prices.
Appcues — Best for rock-solid stability and mid-market maturity. Appcues pioneered the no-code onboarding space. Their checklist widget is mature, reliable, rarely bugs out during updates, and has great targeting/segmentation rules. It tends to be more expensive and rigid on deeply custom CSS styling compared to Userflow, but it "just works" out of the box.
Product Fruits — Best budget/value pick for early-to-mid-stage SaaS. If you need a clean, functional onboarding checklist and a couple of tooltips without committing to a massive annual contract, Product Fruits punches way above its weight class at a fraction of the cost.
Pendo — Best if you are an enterprise needing deep quantitative analytics paired with guidance. Pendo is heavy-duty. If your checklist is part of a massive, multi-product enterprise suite where you need session replays, extensive quantitative data, and product feedback loops all in one dashboard, Pendo is the industry standard—though it is expensive and can be overkill for a lightweight checklist widget.
To help narrow down which one makes sense for you, tell me:
What is your monthly active user (MAU) volume or budget range?
Do your checklist items need to track complex back-end events or simple front-end UI clicks?
Are you looking for a no-code tool for non-technical team members, or do you have developer resources to implement it?
For a customer-facing SaaS product, I’d shortlist Appcues, Userpilot, and Pendo. For the specific job of building a persistent “new user onboarding checklist” widget, Appcues is probably the most direct fit.
Appcues has a first-class Checklist experience rather than making you approximate one with a collection of modals. Its checklist can remain available as users navigate the product, launch a guided flow or take users to a page, and mark items complete based on events or user properties, rather than merely recording that someone clicked the checklist item.
It also explicitly recommends keeping onboarding checklists to 3–5 items and using event/property-based completion—both particularly relevant if your widget is intended to drive actual activation rather than simply teach the UI.
Userpilot is the other one I'd put through a serious evaluation. Its checklist supports conditional visibility, real-time triggering, branding, progress tracking, and analytics, so it's attractive if your onboarding needs to change substantially based on what the user has already done.
Pendo makes sense when the checklist is part of a larger Pendo deployment: its Resource Center has a dedicated Onboarding module where guide completion is tracked in a checklist/progress UI.
My practical shortlist
Appcues — start here for a straightforward, polished customer-facing onboarding checklist.
Userpilot — evaluate alongside Appcues if sophisticated behavioral targeting and activation analytics are important.
Pendo — consider particularly if you're also buying a broader product analytics/in-app guidance platform.
I wouldn't start with WalkMe/Whatfix for this particular requirement unless you have broader enterprise digital-adoption requirements; they're generally solving a much larger problem than “put a smart onboarding checklist inside our SaaS.”
If you tell me your stack (React/Next.js/etc.), approximate MAU, B2B vs. B2C, and whether you need mobile, I can narrow this down to a specific recommendation and compare pricing, implementation effort, customization, analytics, and checklist UX.
Userpilot is the other one I'd put through a serious evaluation. Its checklist supports conditional visibility, real-time triggering, branding, progress tracking, and analytics, so it's attractive if your onboarding needs to change substantially based on what the user has already done.
When building a "new user onboarding checklist" widget for a customer-facing SaaS product, you generally don't need a heavy, enterprise-grade Digital Adoption Platform (DAP) like WalkMe or Whatfix (which are built heavily for internal employee training on complex software like Salesforce or SAP). Instead, you want a product growth/in-app guidance platform that specializes in clean UI overlays, behavioral triggers, and high-converting checklist widgets.
The top platforms for this specific use case vary depending on your team's budget, tech stack, and design needs:
Userpilot – Best for product-led growth (PLG) and deep in-app analytics.
Why it’s great for checklists: Userpilot lets you build sleek, highly customizable checklist widgets that can trigger flows, video modals, or custom JavaScript actions. It excels at event tracking and user segmentation, meaning you can target checklists dynamically based on user roles or specific actions they've already taken.
Ideal for: Mid-market SaaS teams that want robust product analytics paired tightly with their onboarding UX.
UserGuiding – Best for budget-friendly, fast setup.
Why it’s great for checklists: Known for being extremely intuitive and light on engineering resources, UserGuiding lets you spin up a functional onboarding checklist and resource center rapidly. Their checklist widgets do a great job of using visual cues to grab attention without cluttering the core UI.
Ideal for: Early-stage to mid-market startups looking for high ROI without a steep learning curve or enterprise price tag.
Appcues – Best for design-conscious, pixel-perfect UI.
Why it’s great for checklists: Appcues is the pioneer of modern in-app onboarding. Their checklist styling options blend seamlessly into your application's native look-and-feel. The builder is robust, and the analytics tracking for checklist completion rates is exceptionally reliable.
Ideal for: Teams where UX/UI polish is a top priority and who want a battle-tested SDK.
Product Fruits – Best all-in-one value.
Why it’s great for checklists: It combines checklists, guided tours, resource centers, and feedback surveys into a lightweight invisible layer. It’s frequently praised in the community for offering advanced features (like localization and user feedback) at a more accessible price point than Appcues or Userpilot.
Ideal for: Bootstrapped or cost-conscious SaaS companies that don't want to compromise on feature depth.
Quick Decision Guide
Choose Appcues if you need the absolute highest level of native UI customization and polish.
Choose Userpilot if you want powerful event-based tracking and deep user segmentation alongside your checklist.
Choose UserGuiding or Product Fruits if you want a fast, cost-effective, and low-friction rollout.
If you can share your approximate monthly active users (MAU), budget range , or whether you need mobile app support vs. web-only, I can help narrow down the best specific plan or tool for your team.
For a customer-facing SaaS product, choosing the "best" Digital Adoption Platform (DAP) for an onboarding checklist widget depends heavily on your team size, budget, and design/analytics needs.
The market has segmented nicely into tools that specialize specifically in product-led growth (PLG) and user activation without requiring enterprise bloat.
Top DAP Options for Onboarding Checklists
Userpilot(Best for mid-market SaaS needing growth + product analytics)
Why it’s great for checklists: Userpilot builds dynamic, event-triggered checklists that tie directly into robust in-app analytics (funnels, feature usage, and user paths). It lets you easily check off items based on actual user behavior (e.g., auto-detecting when a user invites a teammate or creates a project) rather than just clicks.
Best for: Scaling SaaS teams that want deep activation metrics alongside clean UI patterns.
Appcues(Best category veteran for polished user flows)
Why it’s great for checklists: Appcues pioneered much of the product-led onboarding space and offers highly reliable, fluid checklist widgets. It is exceptionally stable, supports both web and mobile apps, and has great localization features.
Best for: Teams with a healthy budget that prioritize cross-platform support (web + mobile) and rock-solid reliability.
Chameleon(Best for native look-and-feel and custom branding)
Why it’s great for checklists: If you care deeply that your onboarding widgets match your app's exact CSS, typography, and visual standard, Chameleon is unmatched. Their checklist launchers and micro-surveys look and feel less like a third-party overlay and more like a native component of your app.
Best for: Design-forward product teams that refuse to let onboarding widgets look "kludgy" or generic.
Why it’s great for checklists: UserGuiding gives you functional checklists, resource centers, and tooltips at a fraction of the cost of Pendo or Appcues. It’s built for non-technical team members to spin up an onboarding checklist in under an hour.
Best for: Early-stage or lean SaaS startups that need quick wins without enterprise pricing.
Userflow(Best for fast, highly reactive no-code flows)
Why it’s great for checklists: Userflow has an incredibly snappy, modern interface. It handles state management (knowing when a user finishes a task across different devices or sessions) brilliantly via a lightweight JavaScript snippet.
Best for: Fast-moving product teams that want an effortless no-code builder.
How to Evaluate Them for Your Checklist
Event-based tracking vs. simple clicks: Ensure the DAP can listen to your app's custom frontend events (e.g., project_created ) to automatically check off items on the list, rather than relying on a user manually checking a box or just clicking a link.
UI customization: Check whether the widget can be minimized into a discreet launcher (like a progress ring or a floating tab) so it doesn't annoy power users who have already finished or dismissed it.
Targeting & Segmentation: Make sure you can target specific checklists to specific user personas, account tiers (e.g., Free vs. Pro), or roles.
To help narrow this down:
What is your monthly active user (MAU) count?
Do you need support for mobile apps or just web?
Do you prefer a sales-led tool (like Appcues) or a transparent self-serve entry (like Userpilot)?
For a customer-facing SaaS product, I’d shortlist Appcues, Userpilot, and Pendo—and for the specific requirement of a persistent “new user onboarding checklist” widget, I’d pick Appcues.
DAP
Best for
My take
Appcues
Fast, polished SaaS onboarding
🥇 Best default
Userpilot
Behavior-driven activation + segmentation
🥈 Best if analytics/experimentation matter
Pendo
Onboarding + broader product analytics
🥉 Best if you want an analytics platform too
Chameleon
Highly customized/native-looking UI
Best for design flexibility
Userflow
Complex conditional onboarding
Best for sophisticated onboarding logic
Why Appcues
Appcues is particularly well aligned with this use case: its core product is designed around in-app onboarding, checklists, tooltips, modals, targeting, and user journeys. Current comparisons also specifically identify it as a strong choice for SaaS teams wanting to deploy onboarding quickly.
I'd use it for something like:
Get started — 40% complete
☐ Complete your profile
☐ Connect your data source
☐ Invite your team
☐ Create your first project
☐ Launch your first workflow
The important thing is that checklist completion can be tied to actual product behavior, rather than simply "user clicked the checklist item." That's what makes a DAP materially better than building a static widget yourself.
When I'd choose Userpilot instead
Pick Userpilot if your real requirement is:
"Show different onboarding checklists based on what this user has done, their role/account attributes, and where they're getting stuck—and measure which checklist drives activation."
That's where behavioral segmentation and activation analytics become more important than simply shipping the widget. Current 2026 comparisons put Userpilot particularly strongly in this category.
When I'd choose Pendo
Choose Pendo if the checklist is just one piece of a broader product-adoption program. Pendo has a dedicated Onboarding module inside its Resource Center, where checklist progress is tracked as users complete the underlying guides.
It also has strong product analytics, segmentation, and onboarding measurement, so it makes more sense if you're already looking for a unified analytics + guides + feedback + onboarding platform.
My decision rule:
"We need a great checklist shipped quickly." → Appcues
"We need the checklist to intelligently drive activation." → Userpilot
"We want onboarding plus a serious product-analytics platform." → Pendo
"The widget must look indistinguishable from our native UI." → Chameleon
"Our onboarding has complicated conditional logic." → Userflow
If you tell me your rough user volume, budget, and whether checklist items need to auto-complete from backend events, I can narrow this to one and compare the implementation architecture.
Appcues is particularly well aligned with this use case: its core product is designed around in-app onboarding, checklists, tooltips, modals, targeting, and user journeys. Current comparisons also specifically identify it as a strong choice for SaaS teams wanting to deploy onboarding quickly.
I'd use it for something like:
Get started — 40% complete
☐ Complete your profile
☐ Connect your data source
☐ Invite your team
☐ Create your first project
☐ Launch your first workflow
The important thing is that checklist completion can be tied to actual product behavior, rather than simply "user clicked the checklist item." That's what makes a DAP materially better than building a static widget yourself.
When I'd choose Userpilot instead
Pick Userpilot if your real requirement is:
"Show different onboarding checklists based on what this user has done, their role/account attributes, and where they're getting stuck—and measure which checklist drives activation."
That's where behavioral segmentation and activation analytics become more important than simply shipping the widget. Current 2026 comparisons put Userpilot particularly strongly in this category.
When I'd choose Pendo
Choose Pendo if the checklist is just one piece of a broader product-adoption program. Pendo has a dedicated Onboarding module inside its Resource Center, where checklist progress is tracked as users complete the underlying guides.
It also has strong product analytics, segmentation, and onboarding measurement, so it makes more sense if you're already looking for a unified analytics + guides + feedback + onboarding platform.
For a customer-facing SaaS product, traditional heavyweight Digital Adoption Platforms (DAPs) like WalkMe or Whatfix are usually overkill—they are built primarily for complex internal enterprise software (like Salesforce, Workday, or SAP) and can feel clunky, slow, and expensive in a sleek, modern B2B or B2C web app.
Instead, product-led growth (PLG) teams and modern SaaS companies lean toward product experience / user onboarding platforms that specialize in lightweight, highly customizable checklist widgets.
The top recommendations for building an in-app onboarding checklist widget depend on your team's size, budget, and engineering bandwidth:
Userpilot – Userpilot is widely recognized as a top choice for product-led teams building no-code onboarding at speed [. It scores exceptionally high on ease-of-authoring and offers granular, event-based behavioral segmentation so your checklist can adapt dynamically based on what the user has or hasn't done inside your app [.
Appcues – The pioneer of in-app onboarding flows and checklists. Appcues is exceptionally polished, reliable, and features great UX styling out of the box. However, it tends to be pricier, and starter plans can be somewhat restrictive with feature caps.
UserGuiding – If you are an early-stage SaaS startup or working with a tighter budget, UserGuiding provides a great value-to-performance ratio [. It’s intuitive, quick to set up, and lets you spin up gorgeous tooltips, hotspots, and checklists without touching code [, though it lacks some of the deep multi-path branching and advanced analytics of Userpilot.
Product Fruits – A fast-rising, highly rated alternative that functions as a smooth, invisible layer over your app. It packages robust checklists, interactive walkthroughs, and a native feedback widget into an affordable and user-friendly interface.
Pendo – Best if you view onboarding checklists as just one piece of a massive analytics and product feedback puzzle. Pendo combines qualitative feedback, deep product usage analytics, and guides, but it comes with a steep enterprise price tag and a heavier implementation footprint.
To help narrow down the ideal choice for your product, let me know:
What is your approximate monthly active user (MAU) volume or company stage (startup vs. scale-up)?
Do you require event-based triggers tied directly to custom product events (e.g., "when user clicks X feature"), or just simple URL-based tracking?
For a customer-facing SaaS product, I’d shortlist Appcues, Userpilot, and Pendo—and for the specific “new user onboarding checklist” widget, Appcues is my default pick.
DAP
Checklist
Best fit
My take
Appcues
⭐⭐⭐⭐⭐
Fast, polished SaaS onboarding
Best default
Userpilot
⭐⭐⭐⭐⭐
Behavioral targeting + activation
Best for sophisticated PLG
Pendo
⭐⭐⭐⭐½
Analytics + onboarding
Best if analytics is equally important
Userflow
⭐⭐⭐⭐⭐
Complex conditional onboarding
Great alternative
Whatfix / WalkMe
⭐⭐⭐
Enterprise software adoption
Overkill for most SaaS
🥇 Appcues
I'd pick Appcues if the requirement is essentially:
“Put a persistent checklist in our app that guides new customers through the 4–6 things they need to do to reach activation.”
It is specifically oriented toward customer-facing product adoption, with no/low-code creation of checklists, flows, tooltips, etc. Recent comparisons also put it ahead for customer-facing onboarding versus enterprise-oriented DAPs such as Whatfix and WalkMe.
A typical implementation could be:
☐ Complete your profile
☐ Connect your data source
☐ Create your first project
☐ Invite a teammate
☐ Complete your first workflow
The important part is that completion should be driven by actual product events, not merely “user clicked the checklist item.” That lets the widget become an activation mechanism rather than a glorified to-do list.
🥈 Userpilot
I'd choose Userpilot over Appcues if you expect onboarding to become highly personalized:
“Admins get one checklist, analysts get another, enterprise customers get a third, and tasks automatically complete based on behavioral events.”
Userpilot has interactive checklists plus granular behavioral targeting and onboarding analytics, and is particularly strong for teams experimenting with activation strategies.
🥉 Pendo
Choose Pendo if you want the checklist to sit inside a much broader product analytics + adoption system. Its strength is connecting onboarding guidance with deep product-usage data.
I wouldn't buy Pendo just for a checklist, though.
My decision rule
Pick Appcues if your priority is:
“Ship a great onboarding checklist quickly.”Pick Userpilot if it's:
“Build a sophisticated, behavior-driven activation system.”Pick Pendo if it's:
“Understand product usage deeply and make onboarding one component of that analytics platform.”
And I would not start with WalkMe or Whatfix unless you have enterprise-scale adoption requirements. Those platforms are much more compelling when you're guiding people through complex enterprise applications/workflows rather than simply onboarding customers into your own SaaS.
If you tell me your MAU, approximate budget, web vs. mobile, and whether checklist items need to auto-complete from backend events, I can give you a much tighter Appcues vs. Userpilot vs. Pendo recommendation.
For a customer-facing SaaS product looking to build a high-performing "new user onboarding checklist" widget, the "best" Digital Adoption Platform (DAP) or product-led growth (PLG) tool depends heavily on your team size, budget, and how deeply you want to tie the checklist to user behavior analytics.
Instead of enterprise-heavy, employee-focused DAPs like WalkMe (which are typically too bloated and expensive for external SaaS users), product and growth teams lean toward specialized Product Adoption Platforms.
Top options on the market vary by company stage and specific needs:
Appcues : The gold standard and pioneer for in-app checklists, tooltips, and guided flows. It is extremely reliable, has polished UI patterns, and integrates cleanly with analytics tools, though it sits on the higher end of mid-market pricing. Explore their feature set on the Appcues Official Website.
Userpilot : Best for mid-market SaaS teams who want deep event-tracking, robust feature-adoption analytics, and powerful user segmentation alongside checklist widgets—all without Pendo's heavy implementation weight. Check details via Userpilot.
Pendo : The powerhouse choice if you need a heavy-duty combination of deep product analytics, session replays, feedback, and robust guide/checklist capabilities. It’s ideal for enterprise SaaS, but can be overkill (and pricey) if you only need a lightweight checklist widget. Learn more on the Pendo Platform.
UserGuiding : Widely considered the best value/budget-friendly tool for early-stage startups and SMBs. It allows non-technical team members to spin up clean checklists, resource centers, and basic guides in minutes without writing code. Read more at UserGuiding.
Chameleon : Known for offering the highest degree of CSS customization and native look-and-feel matching. If you are worried about an onboarding widget looking like a third-party overlay, Chameleon blends into your UI seamlessly. Look into Chameleon.
To help narrow down which platform fits your exact setup, let me know:
What is your monthly active user (MAU) volume or company stage?
Do you need deep product analytics and session replays bundled in, or purely an in-app UI checklist overlay?
Is your app built on a standard web stack (React, Vue, etc.) or mobile?
For a customer-facing SaaS product whose main goal is a “new user onboarding checklist” widget, I’d shortlist these three:
DAP
Best fit
Why
🥇 Appcues
Best overall for most SaaS teams
Excellent checklist UX, no-code creation, targeting, tours, tooltips, and fast iteration.
🥈 Userpilot
Best for product-led growth teams
Stronger behavioral segmentation, activation analytics, and event-based onboarding logic.
🥉 Pendo
Best if analytics is equally important
Combines in-app guidance with mature product analytics and usage insights.
My default recommendation: Appcues
If your requirement is literally:
“We need a persistent checklist widget in our SaaS app that helps new users reach activation.”
I would start with Appcues. It is built around exactly this workflow:
Persistent onboarding checklist
Checklist items that launch walkthroughs
Segmentation by user attributes
Completion tracking
No engineering dependency for iteration
A typical implementation:
Welcome to Acme 👋
□ Complete your profile
□ Create your first project
□ Connect an integration
□ Invite a teammate
□ Complete your first workflow
The important part is making checklist completion map to real product events, not just clicks. For example:
“Create your first project” → completed when the backend sees a project created
“Invite teammate” → completed when an invite is accepted
“Connect integration” → completed when OAuth succeeds
When I’d choose Userpilot instead
Pick Userpilot if your onboarding is more complex:
Different personas need different checklists
Trial users vs. paid users have different activation paths
You want experiments on onboarding flows
You care deeply about where users drop off
For example:
“A marketing manager should see a different checklist than an admin, and enterprise customers should get a different activation path.”
That is where Userpilot becomes very compelling.
When I’d choose Pendo instead
Choose Pendo if the checklist is only one piece of a larger product adoption program:
Feature analytics
Product usage reporting
Roadmaps
Feedback collection
Executive adoption reporting
It is often a better fit for larger product organizations than a startup trying to ship onboarding quickly.
Tools I would probably not start with
WalkMe / Whatfix — powerful, but usually optimized for enterprise software adoption and complex workflows rather than a lightweight SaaS activation checklist.
Lightweight tour tools — fine for simple tooltips, but often weaker when you need behavioral completion logic and onboarding analytics.
My decision rule
Need to launch a great checklist quickly: Appcues
Need personalized, behavior-driven onboarding: Userpilot
Need onboarding + deep product analytics: Pendo
If you share your approximate MAU/user count, B2B vs. B2C, and whether checklist items need backend-triggered completion, I can narrow this to a specific recommendation.