Ecommerce Is on Viktor's Roadmap. It's Sterling's Job Description.

Viktor is a real product. Here's what it's genuinely good at.

No fake takedowns on this page. Viktor raised a $75M Series A, its homepage claims 45,000+ teams, it connects to 3,200+ integrations, it holds a SOC 2 Type 1 report, and it works in Slack and Microsoft Teams. It has its own cloud computer where it writes and runs code — so it can build you a dashboard, review a pull request, or spin up an internal app. "Not a tool. A hire." is a good line. And its happy customers sound like this: "It's saving me a massive amount of time - and staff costs - whilst still getting detailed responses." (a G2 reviewer). That's not marketing fluff. That's a capable horizontal generalist.

If what you want is one AI hire for founders, marketing, engineering, and finance — something that also writes code — Viktor is a real option, and you should evaluate it seriously.

But read that list again as a store owner. A cloud computer that writes code. PR reviews. Use cases for media buyers, agencies, engineering teams. That's a résumé for a company you don't run.

You're probably not here because you need PR reviews.

You're here because you run a store. And for that job, the comparison comes down to two mechanisms you can check in about ninety seconds. Here they are.

The two mechanisms that decide this

Feature lists tell you what a product can do. The job description tells you what it'll actually be doing at 4pm on a Tuesday. So skip the lists — here are the two mechanisms that decide this, each one you can check yourself.

Mechanism 1 — Two tabs, side by side

Open Viktor's use-case page. You'll find: Media Buying — Live. E-Commerce — Soon. Agencies — Soon.

Ecommerce, for Viktor, is a tab with a promise on it.

Now here's Sterling's version of that tab. It isn't a tab — it's the product:

Say it's Monday, 7:40 a.m. You type one message in Slack: "Run our weekly Shopify and Klaviyo audit."

Sterling connects to the stack, pulls the week's numbers, compares ROAS across Meta and Google, and flags what moved — the SKU that stalled, the flow whose open rate slid, the ad set quietly eating spend. The finished report lands in the thread. Under it: a drafted win-back for the customers who went quiet, written in your voice — sitting there, waiting, not sent.

You read it with your coffee. You say go. It ships. It's logged.

That's one of the store jobs Sterling runs today, self-serve, no sales call:

• The weekly Shopify + Klaviyo audit, delivered as a finished report
• ROAS comparison across Meta and Google, anomalies flagged
• Win-back and campaign drafts in your brand voice, queued for your go
• Shopify ↔ QuickBooks ↔ CRM reconciliation, discrepancies flagged
• Lead cleanup straight into the CRM — no screenshot folder
• Recurring versions of all of it, on schedule, same gate every time

Every job on that list is live. Not "Soon." Not a roadmap slide. Type the message and watch it run on your own store this afternoon — that's what the 20,000 free credits are for.

Mechanism 2 — Who holds the keys, and how

Viktor markets supervision, and credit where due: their homepage says "Autonomous, not unsupervised," with approval buttons on anything irreversible. On their security page: "Admins choose which action types require approval."

Read that sentence again, though, because its shape matters. It's an admin console gating action types — a systems-policy answer, built for a company with an admin.

Sterling's control is shaped like a store team:

Say you've got three people in Slack. Your retention lead gets full on Klaviyo — she ships campaigns all day. Your bookkeeper gets full on QuickBooks and view on Shopify — he reads sales, he doesn't touch listings. The new hire gets view on everything and full on nothing — Sterling will pull him numbers all day long and won't change a record on his say-so.

Off, view, or full. Per person, per tool. Set by you, changed by you, one tap each.

And underneath all of it, the constant: the internal jobs you delegate — pull the numbers, build the report, update a record — just get done and reported back. Anything that leaves your business or can't be undone — a send, a post, a charge, a deletion — waits in the thread for a go from someone you've given the keys. Then it executes, and the audit log keeps the receipt.

One skeptical owner wrote the acceptance test for this whole category: "if there's no exception queue, audit log, and big red pause button, it's not automation, it's just a faster way to lose money" (a Reddit owner). Sterling is built as exactly that machine — the job runs in a Slack thread you can see, every action lands in the audit log, and pause is a dashboard button.

That's the difference in one line: Viktor gives your admin a policy. Sterling gives your team hands you sized yourself.

Comparison table

Every cell below is checkable on their site or ours — their use-case page, their pricing page, their security page, and Sterling's. It states what each product is, not what anyone's reviewers think of it (that's the next section, and those are their customers' words, not ours).

Note the last two rows. They win on integration count and certification paperwork — that's real, and we left it in. The comparison Sterling wins is the one your store feels this week.

The pain — what "it can do anything" costs

Here's the part of the Viktor evaluation nobody's homepage tells you, so their customers did. We didn't write these:

"pricing can seem scarily uncontrollable at times. It is a subscription for a certain amount of usage, and you can easily use up a lot of your credits." — a G2 reviewer, on Viktor

"You have to manage how you deploy, other it can burn through credits" — a Product Hunt reviewer, on Viktor (typo theirs)

"the top-up pricing punishes the user" — a Product Hunt reviewer, on Viktor

Read the second one again. "You have to manage how you deploy." That's a customer describing a new job they didn't apply for: meter supervisor.

And here's the thing — it isn't a billing quirk. It follows from the shape of the product. A generalist with its own cloud computer can take any task anywhere: research it, build an app for it, write code about it. Impressive on a demo. Hard on a budget. When the scope of a task is open-ended, so is the cost of your month — and you find out where the credits went after they're gone. The tool works, and you still end up managing it: watching deployments, rationing asks, doing usage math in your head. Which is the exact overhead you were paying $50 a month to stop doing.

It's not one vendor, either — it's what open-ended agents do. From a Reddit user, about a different automation tool entirely: "Last month one of mine got stuck retrying and quietly burned through credits for two days before I noticed. Silent failures."

You didn't want a meter to manage. You wanted the report.

The solution — predictable scope is the pricing feature

That anxiety is the reason Sterling is narrow on purpose.

A focused coworker running known jobs — the same weekly audit, the same reconciliation, the same campaign drafts — has a predictable appetite. The weekly audit is the same job every week. The win-back draft is the same shape every month. You learn what your Monday costs in the first month, and then it costs about that. Nobody buys credits; they buy finished Mondays. The number you budget in January is the number you see in June.

And for the edges, mechanism instead of hope — three backstops:

1. The 80% alert. Sterling pings you in Slack when you've used 80% of your credits — before it matters, not after. 2. The $25 top-up. 10,000 more credits, decided by you, not discovered on an invoice. 3. The pause. If credits run out, Sterling pauses and tells you. It pauses; it never surprise-bills you. You top up for $25 or wait for next month's 20,000.

Your go in the thread controls what Sterling does. The credit design controls what it costs. Same philosophy, both ends.

Benefits

Monday's numbers arrive finished — not as homework. Sterling connects to Shopify, Klaviyo, Meta and Google Ads, and QuickBooks, runs the audit, and delivers the report in your thread with the win-back already drafted. The difference between a chatbot and a coworker is whether the work is finished at the end. You know exactly how long that audit takes you by hand — that's the test, and it's free to run.

Nothing leaves your business without your go. Send, post, charge, delete — Sterling prepares it, then stops. It does the work — and checks with you before anything leaves your business or can't be undone. The one job you keep is the go, and every action lands in the audit log with a receipt. If you've been burned by an automation tool before, good. You'll appreciate the go in the thread.

Your team gets hands you sized yourself. Off, view, or full — per person, per tool, one tap to change. The new hire can read everything and ship nothing; your retention lead can ship all day. This is store-team control, not an admin policy — and it's the reason "add the whole team" isn't a risk decision.

You can predict what a month costs. $50 a month is 20,000 credits covering the jobs you actually delegate — the audit, the drafts, the reconciliation. Unlimited seats on one shared credit pool, so adding your bookkeeper costs $0. Compare that to what you were about to pay a hire: a VA runs $600–$1,100 a month before you count your management time. "Expect to pay $50-70 per hour. If you aren't paying that in cash to the VA, then you are paying it in your time" (a Reddit owner).

How it works

1. Add Sterling to your Slack. Minutes. No code, no IT contractor, no sales call, no scoping doc. 2. Connect your stack and set each person's access. Shopify, Klaviyo, ads, QuickBooks, CRM — then off, view, or full for each teammate, per tool. 3. Delegate a job. The finished work arrives in the thread; anything that leaves your business or can't be undone waits for a go. Put it on a schedule and the same gate applies every single run.

Setup takes minutes. Screening a hire doesn't.

Frequently Asked Questions

Your first 20,000 credits are free — and they run on your real stack, not a demo store. That's a full month's allotment, free, to settle this the only way that matters: with your numbers. Hand Sterling the job you know best — the weekly audit you've done by hand a hundred times. You already know what good looks like and how long it takes you. If the finished report isn't worth $50 a month, stop there — you've spent nothing, and you got a free audit of your store out of the exercise.

After that it's $50 a month, 20,000 credits, whole team. No contract. Cancel is a button on the dashboard, not an email chain.

Start With 20,000 Free Credits

P.S.

P.S. — Someday Viktor's use-case page will flip E-Commerce from "Soon" to "Live." They're well-funded and they ship; we said we'd be fair. But a roadmap update won't run this Monday's audit, and the one after that won't be free. Sterling's is. Ecommerce is on their roadmap. It's Sterling's job description. Start With 20,000 Free Credits and see the report before the coffee's cold.