These are maximums unless marked as guidance. Runs may finish earlier or hit a time limit. MB is decimal; MiB and KiB use binary units. Model-dependent limits appear in the current model catalog.
Chat and agent work Limit Value Details Dashboard Assistant AI steps 120 per turn Assistant Specialist AI steps 120 per turn or run Agents Personal assistant AI steps 120 per turn Daily use Dashboard research subagents 1–3, read-only Assistant Chat attachments 4 per message Conversations Video attachments and direct video analysis 12 MiB per file/call Capabilities Image/document chat uploads 8 MiB per file Conversations Personal/agent chat audio 64 MiB per attachment Daily use Personal/agent chat attachment payload 80 MiB combined per message Daily use Video analysis sampling Up to 24 frames/second Capabilities Web page batch reads 12 selected pages Capabilities Live voice session 25 minutes Chat channels Voice abuse-monitoring retention Up to 30 days; longer for legal or harm-prevention reasons Chat channels Agent identity 16,000 characters Instructions Agent memory 12,000 characters; aim below 8,000 Instructions Skills 30 per agent Instructions Skill description 1,024 characters Instructions Workspace grants 50 per agent; Whole Workspace counts as one Workspace access Eval suite 10 cases per execution Evals
One AI step is a model response and can request several tools. The final step is reserved for a reply describing completed and unfinished work.
Workspace and settings Limit Value Details Workspace content search Starts at 2 characters Files Workspace and skill Trash Restore within 7 days Files Workflow temporary files Expire 7 days after last write Paths Expired temporary files Moved to Trash by hourly cleanup Paths Account instructions 4,000 characters Settings Workspace logo 4 MB; PNG, JPEG, WebP or SVG Settings Website design gradients Up to 8 detected gradients Website setup Invitations and renewals 7 days Members Partner operator session 8 hours Partners
Workflows Limit Value Details Saved steps 20 Build Condition nesting 8 levels Build Repeat for each Required cap; up to 20 items Guardrails Concurrent runs 1 per workflow Guardrails Automatic failure shutdown 3 consecutive non-manual failures Guardrails Recent event deliveries Latest 50; retained 30 days Triggers
A repeated list exceeding its cap fails rather than truncating. Manual failures do not count toward automatic shutdown; a successful run resets the count.
Studio and panels Limit Value Details Image variants 1–4; each billed separately Studio Run-only image references Up to 3, within model's combined preset/run cap Presets Qwen Image 3 / Pro references 4 total across preset and run Studio Image resolutions 1K default; 2K/4K where supported, at higher cost Studio Style guidance Warning past about 1,500 characters; not a hard cap Presets Video settings and reference budget Model-dependent; preset and run references share the cap Presets Panel reviewers 1–8 Panels Panel sources 1–6; at most 4 images Panels
Limit Value Details Imported MCP tools First 300 per server Tools MCP tool name 256 UTF-8 bytes Tools MCP input schema 256 KiB per tool; 1 MiB combined per server Tools Enabled MCP catalog refresh Before runs when older than 1 hour Tools Botchi MCP connection 60 calls and 10 executions/minute, shared per member MCP Instagram token 60 days; automatically renewed Social channels LinkedIn token 60 days; manually renewed Social channels Facebook system user token Does not expire; reconnect if revoked Social channels
Apps and Sparks Limit or allowance Value Details App count 5 per workspace; drafts, active and suspended count, Trash does not App costs App role assignment Up to 8 app roles per business role or agent App access Concurrent builders 1 member per app Build Automatic builder repair Stops after 3 failed checks Builder statuses App icon upload 2 MiB; PNG, JPEG or WebP Apps AI app icon proposals 3; each uses Sparks Apps Untouched app draft Trashed after 30 days; warning in last week Apps App Trash 7 days before permanent deletion Apps Unpaid app renewal 7-day grace before suspension App costs Published app plan S 5,000, M 20,000 or L 65,000 Sparks/month; unlimited users App costs Business included allowance 10,000 Sparks/seat/cycle Billing Usage conversion $1 = 1,000 Sparks Sparks Agent/workflow average run cost Last 10 finished runs Usage Agent daily cost projection Last 10 days of finished-run cost, divided by 10 Usage