The difficult Dust buying decision comes after several colleagues have exhausted Free, but still need only a fraction of a Pro allowance. They need to ask the agent why an account looks risky, correct an assumption and request another source. Routing every question through one paid operator would change how the team works.
For that services operations team, Artie, Tasklet and Viktor deserve consideration because they sell shared workspace capacity without per-person fees. Marblism is a conditional option if its packaged roles fit the work. The advantage is buying capacity around the combined workload. It is not proof of cheaper research, better answers or a capability unique to Artie.
Staying with Dust can still be the better decision. A small operator group, colleagues with Free capacity remaining, or client-data requirements that favor Dust's documented controls can outweigh the attraction of another billing model.
Artie publishes this guide. The comparison uses primary vendor pages checked on November 9, 2026, not hands-on tests. Each option is assessed on direct participation, capacity and billing terms, recurring account-preparation fit, source access, governance and meaningful limits. Prices retain their published currencies. Credits and work hours are not interchangeable across vendors.
The gap is between Free and the work people actually do
Consider an illustrative services team preparing a weekly account brief. One operations lead owns the recurring report. Several account colleagues ask follow-up questions and correct it throughout the month. They have used up Dust Free, and their observed usage would leave much of an individual Pro allowance unused. This is a buying scenario, not a measured customer result.
Dust gives Free seats 500 lifetime credits. They do not renew, and Free users cannot draw from the workspace pool. Once that allowance is exhausted, they are blocked from sending messages. Pro supplies 8,000 credits per month per user, priced at €30 monthly or €24 per month billed annually, excluding VAT. Individual credits do not transfer between users. Those are the boundaries that create this team's mismatch. Dust credit management and pricing describe them.
A shared allowance could let the team fund the research and corrections together. But one colleague needing Pro is not enough to make the Artie case: Artie Team starts at $100 a month. The case depends on several people's uneven participation, sufficient shared capacity and a product that can do the actual job.
At list price, three colleagues on Dust Pro would cost €90 a month on monthly billing or €72 per month billed annually. Four would cost €120 or €96, respectively, excluding VAT in both cases. Alongside those totals, Artie Team starts at $100 per month and Tasklet Starter at $25 per month. These are different currencies and different credit allowances, so the figures show the subscription commitments to consider, not which option is cheaper. Dust pricing, Artie pricing and Tasklet pricing
Dust's rules also leave room to adjust. A member who upgrades cannot return to Free, but a monthly paid seat is not permanent. Monthly seats are removed immediately when unassigned, with a prorated credit on the next invoice. Annual seats return to seat stock for reassignment at the end of the current credit period, without a refund when someone leaves. Dust also supports changing seat assignments as usage changes. Moving seats is different from transferring unused personal credits. Dust seat management
Dust Business also offers shared capacity. Pro and Max users can use a purchased workspace pool after their personal credits run out. That helps heavy users, but it does not let an exhausted Free user keep asking questions. Enterprise Pooled goes further, with members drawing directly from one workspace pool instead of individual allocations. Dust's pool rules
Reading a brief is a different purchase from questioning it
If most colleagues only need the finished brief, the argument for switching is much weaker. Dust says an unassigned member can access the workspace, although they cannot post messages or interact with agents. A scheduled run bills the trigger editor by default, or can bill the workspace as programmatic usage. A recurring report does not itself require a paid seat for every reader. Seat access and trigger billing
One Pro operator plus colleagues whose occasional interactions still fit their Free allowance may therefore be the better fit. The same is true when a few paid seats can be reassigned without disrupting the team. Preserve a working setup unless the participation problem is real.
Slack does not settle that question. Dust documents calling agents from Slack, but its Slack documentation does not say how seats apply there. Its documentation distinguishes manually typed Slack messages from programmatic usage while separately listing Slack bots as programmatic. Do not budget on the assumption that Slack either bypasses or necessarily triggers a paid seat. Dust in Slack, usage optimization and credit management
Artie: shared capacity for a defined responsibility
Artie's commercial fit is straightforward: the team shares a credit balance without seat or AI-employee fees. Team starts at $100 per month with 10,000 credits. Free credits do not renew monthly, so a temporary free allowance is not a sustainable advantage over Dust. Connected apps may also carry separate license costs. Artie pricing
For the account brief, the useful product connection is a recurring responsibility with named sources, an audience and a cadence. Artie's documentation describes assigning that responsibility and continuing in its conversation when the brief changes. That gives the operations lead a documented way to frame recurring preparation and corrections. It does not establish that every required CRM action, document permission or source citation will work in the team's account. Defining a responsibility
Colleagues can participate directly within their access. Artie's help documentation says members can work with the Artisans available to them and give jobs within that access. In Slack, they can mention the Artisan in a channel it belongs to and reply in the same thread with corrections. A channel answer is visible to that channel, and Artie can use only the sources and actions available to the verified requester and the current audience. This gives the team a way to question the brief together without routing every correction through its owner. Team roles and Slack channels and DMs
A shared balance has its own risk. One colleague's heavy week draws down capacity for everyone. When Artie credits run out, new paid work pauses. An admin can choose a paid plan or, on Team, buy a top-up. A paid workspace can also wait for its next allocation. Artie publishes spending limits for automatic funding, but we did not find a per-person credit cap in the public pricing and help pages checked for this guide. Dust's separate allowances and personal limits on pool use give admins a different way to control individual consumption. Artie pricing, credit exhaustion and Dust credit management
Artie is worth evaluating when several colleagues need direct participation and the combined job fits the shared allowance. It is less persuasive when one additional Dust seat solves the problem, or when switching would discard well-maintained agents and source configuration. The billing structure alone does not prove better account research.
Client-data requirements may change the plan choice. Artie lists SSO under Enterprise. Its security page says anonymous data sharing is enabled by default where permitted, with an admin opt-out, and eligible anonymous data may support training and improvement. It says identifiable or confidential content is not authorized for general model training, with separate exclusions for covered Google Workspace data. An opt-out does not necessarily undo prior anonymization or lawful training. Its security page does not name an independent attestation such as SOC 2, so ask for current documentation if your review requires one. Artie security
Artie also documents a different context boundary from Viktor's shared instance. Private web chats and Slack DMs have different audiences from shared channels, and Artie says colleagues cannot read your private chats. That boundary has qualifications: ordinary nonsensitive business facts explicitly shared in a direct message may become shared company knowledge, and admins can read Artisan emails and the transcripts and recordings of its meetings and calls with other people. For client work, assess both the conversation's audience and how information can be reused. Private and shared context and data handling
New companies can create an Artie workspace without an access code. Get started with Artie.
Tasklet: a serious shared-capacity alternative
Tasklet belongs beside Artie for this buyer. Its published Starter plan is $25 per month, and it bills at the organization level with unlimited team members sharing one credit pool. It also describes one-time top-ups and limits that admins can set for agents. That directly addresses the participation constraint, without establishing a lower cost for the completed brief. Tasklet pricing
The job match is more specific than a generic automation claim. Tasklet advertises researching meeting attendees in the browser and sending a preparation brief to Slack, alongside agents that run on business events. Those examples make it a credible candidate for recurring account preparation, provided the actual client records and correction process work as required. Tasklet's product examples
Tasklet says every plan can connect an unlimited number of services through built-in integrations, direct API access and MCP. Each agent has its own permission boundary, with tool permissions configured separately. That combination makes it worth testing when the account brief spans several systems and the team needs to control which tools each agent can use. The particular records and actions still need validation. Tasklet connections and permissions
Tasklet states that it is SOC 2 Type II compliant. Its published shared billing and entry subscription mean Artie cannot earn preference merely by saying it has no seat fees. Source permissions, client-data terms and the quality of the corrected brief still need assessment for the selected Tasklet setup. Starter lists unlimited automation runs, but those runs still spend credits.
Viktor: shared work with a consequential context boundary
Viktor describes workspace-based pricing with no seat charge, shared credits and scheduled tasks. It delivers work through Slack or Microsoft Teams. Viktor's pricing page shows a free start and a Team selector with several monthly amounts, so check the amount and credits for your workload. Viktor pricing
That model makes Viktor a plausible alternative for recurring account research that several people can question. Its product page describes connected research, and its pricing page advertises work across 9,800+ tools. The deciding issue for a services firm may be how context is shared: Viktor describes a shared workspace instance and cautions against putting sensitive personal information in direct messages. The same page describes private integration controls in Slack workspaces. Per-user isolation is described as a planned Private Mode, while private integration controls govern access to connected services. A private integration should therefore not be treated as an isolated conversation. Viktor's product and privacy FAQ
Viktor states SOC 2 Type 1 compliance, with Type 2 and ISO 27001 still in progress. A team comfortable with its shared context model may prefer Viktor. A team separating sensitive client material needs the exact source, conversation and permission behavior established first.
Marblism: include it only if the packaged jobs fit
Marblism advertises unlimited team members and a bundle of seven AI employees. Its pricing FAQ lists a starting price of $24 per month on the yearly option, including 50 monthly hours of AI work. It says advanced AI actions consume hours, while chat and quick tasks do not, and additional hours can be purchased. That is the yearly rate. Its pricing page shows $44 on monthly billing. Marblism pricing
The relevant roles include Eva for email, meetings and follow-up, and Stan for lead generation. Marblism describes employees using a shared business record and handing work to each other. That can fit a brief built around those activities. It does not establish a substitute for an arbitrary research agent drawing on every client system. Marblism's employee model
Its pricing page states CASA Tier 2 verification and says customer data is not used to train AI models. CASA Tier 2 is a different assessment from Dust's or Tasklet's SOC 2 claims. Marblism remains on this shortlist conditionally: the packaged roles, access to the authoritative records and handling of colleagues' corrections must cover the account-preparation job. Unlimited teammates alone is not enough.
When Dust's controls deserve the deciding vote
Dust already offers configurable agents, model choice, connected knowledge and scheduled or triggered work. The reason to leave is not that these capabilities are missing. If an operations owner has useful agents and source boundaries in place, preserving them has value. Dust's published capabilities
Dust documents Business limits of 100 seats, three connectors and five Spaces. Three connectors does not mean three source systems: its pricing also lists native MCP support and five remote MCP servers. Connection counts cannot establish whether the account brief will succeed, or whether Artie would cover more of its sources. Dust subscription limits
Dust publishes SOC 2 Type II and US/EU residency statements. Its Business SSO offer is qualified as available on demand for five or more seats. Whether Free seats count toward that threshold is unconfirmed, and the subscriptions document lists SSO under Enterprise. Establish the applicable entitlement before buying. A workspace with one Pro seat and several Free seats should not assume it qualifies. Dust plan comparison
For a client-data team, those controls may be worth keeping even if individual allowances are underused. They may also justify examining Dust Enterprise Pooled before moving to a different vendor. A commercial mismatch is one reason to investigate a change, not a reason to waive governance requirements.
Choose around the people who must ask the next question
Lindy is excluded as a solution to this particular constraint. It states that anyone who uses Lindy takes a seat, with credits pooled across paid users. That can suit other buying needs, but it does not remove the link between active participation and seat purchases. This is a scoped exclusion, not a judgment that Lindy is incapable of account preparation. Lindy's participation rules
For the services team in this article, the useful dividing line is clear:
Stay with Dust when one operator and light Free use cover the work, seat reassignment is workable, or its source configuration and governance justify the plan.
Test Tasklet when a low entry subscription, its stated SOC 2 Type II compliance and per-agent tool permissions matter most.
Test Viktor when one shared instance across Slack or Teams suits the team and sensitive client material can stay out of its shared context.
Test Artie when the work is a defined recurring responsibility that colleagues correct in shared threads, its private and channel boundaries suit the client data, and the $100 Team floor, Enterprise-only SSO and absence of a published attestation on its security page are acceptable.
Include Marblism when its packaged jobs cover the responsibility. Do not choose it solely for unlimited teammates.
The decisive result is a sourced account brief that colleagues can question and correct without distorting either the budget or access boundaries. There is no documented universal winner among the shared-capacity options. Artie's case is strongest when its responsibility model and shared balance fit that whole job, at the plan terms actually available.
For the broader calculation of subscriptions, usage and review effort, see our AI agent pricing guide. This article addresses the narrower decision of what to do after Dust Free is exhausted. If Artie matches that need, review its current plans alongside the same account brief you would require from the alternatives.
