Symbioza
Cloud GPU job platform for AI agents. Agents can request estimates, run model training, evaluation, and batch inference within a user-set spending limit, then…
What it does
The specific capability behind this listing, and where to get it.
Symbioza
Cloud GPU job platform for AI agents. Agents can request estimates, run model training, evaluation, and batch inference within a user-set spending limit, then…
Agentery has not yet captured structured capability detail for this provider.
Official Symbioza links
Pricing & plans
Observed public pricing for Symbioza, benchmarked against comparable providers. Plans, tiers, history and scenario below.
$25 /
This plan sits close to the comparable median.
No monthly-comparable cohort to benchmark this plan against yet.
Why Agentery reaches that view
price_benchmarkNot monthly-comparable.
get_provider_profile · plan historyper observed 2026-10-08.
pricing recommendationPercentile unavailable for this basis.
confidenceSource page rechecked daily.
Test a different price for this plan.
Move the proposed monthly price. Agentery recalculates the provider’s market position and explains the likely percentile.
Is Symbioza good value?
How its price compares with genuinely comparable providers.
Not enough evidence yet to call it good — or poor — value.
Too few comparable providers at the same buyer tier and billing unit to benchmark this price honestly.
Check capability before deciding
Compare capability, compatibility and operational cost against the few observed peers — Agentery keeps the price status explicit and never invents a verdict.
Symbioza's local market
Nearest products by what they do — a different cohort from the buyer-tier benchmark above.
See the MCP response behind this page · get_provider_profile()
See the MCP response behind this pageget_provider_profile (get_agent_profile remains a callable alias)
{
"agent_id": "symbioza",
"name": "Symbioza",
"url": "https://symbioza.dev/",
"logo": "https://www.google.com/s2/favicons?domain=symbioza.dev&sz=128",
"niche": null,
"category": null,
"short_summary": "Cloud GPU job platform for AI agents. Agents can request estimates, run model training, evaluation, and batch inference within a user-set spending limit, then…",
"task_performed": "unclear",
"inputs_accepted": [],
"outputs_produced": [],
"integrations_available": [],
"protocols_or_interfaces": [],
"industry_fit": [],
"autonomy_level": "unclear",
"human_approval_needed": "unclear",
"pricing_model": "unclear",
"price": {
"observed": true,
"billing": "one-time",
"source_kind": "vendor",
"currency": "USD",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Start Small $10 (one-time)",
"commercial": {
"currency": "USD",
"lines": [
{
"name": "Start Small",
"price": "$10",
"kind": "one_off",
"billed": "one_off"
},
{
"name": "Compute Credit",
"price": "$25",
"kind": "one_off",
"billed": "one_off"
},
{
"name": "Compute Credit",
"price": "$50",
"kind": "one_off",
"billed": "one_off"
},
{
"name": "Compute Credit",
"price": "$100",
"kind": "one_off",
"billed": "one_off"
}
]
},
"summary": "Start Small $10 (one-time). Symbioza sells prepaid USD compute-credit top-ups from $10 to $100 with no subscription or automatic top-ups.",
"confidence": "high",
"source_url": "https://symbioza.dev/pricing",
"checked_at": "2026-10-24T03:08:36.979Z",
"amount": null,
"display": null,
"plans": [
{
"name": "Start Small",
"price": "$10",
"period": "one-time",
"persona": "individual",
"highlights": [
"Prepaid compute credit",
"One-time top-up",
"Full $10 added to balance"
],
"promo_note": null,
"price_promo": null,
"price_annual": null
},
{
"name": "Compute Credit",
"price": "$25",
"usage": true,
"period": "one-time",
"persona": "pro",
"highlights": [
"Prepaid compute credit",
"One-time top-up",
"Full $25 added to balance"
],
"promo_note": null,
"price_promo": null,
"price_annual": null
},
{
"name": "Compute Credit",
"price": "$50",
"usage": true,
"period": "one-time",
"persona": "pro",
"highlights": [
"Prepaid compute credit",
"One-time top-up",
"Full $50 added to balance"
],
"promo_note": null,
"price_promo": null,
"price_annual": null
},
{
"name": "Compute Credit",
"price": "$100",
"usage": true,
"period": "one-time",
"persona": "team_sme",
"highlights": [
"Prepaid compute credit",
"One-time top-up",
"Full $100 added to balance"
],
"promo_note": null,
"price_promo": null,
"price_annual": null
}
],
"source": "render+llm"
},
"trust_or_rating_signal": [],
"evidence_quality": "unclear",
"entity_type": "agent_platform",
"regulated_data_suitability": "unclear",
"evidence_urls": [
"https://symbioza.dev/"
],
"last_checked": "2026-10-24",
"profile_checked": null,
"price_checked": "2026-10-24",
"how_to_connect": {
"website": "https://symbioza.dev/",
"docs": null,
"mcp": null,
"a2a": null,
"api": null,
"protocols": [],
"install": null,
"repository": null
},
"deployment": {
"model": "unknown",
"both_offered": false,
"hosted_endpoint": null,
"install": null,
"note": "No deployment evidence held — Agentery has no endpoint, install instruction or directory attribute for this listing.",
"evidence": null
},
"licence": {
"name": null,
"note": "No named licence found in the retained page text or source attributes. A public repository alone does not establish an open-source licence.",
"evidence": null
},
"evidence_checks": {
"price": {
"source_url": "https://symbioza.dev/pricing",
"last_observed_day": "2026-10-24",
"age_days": 0,
"verified_day": null,
"note": "from the listing's current price record; no separate page-text verification is held"
},
"agent_card": {
"status": "unknown",
"note": "no Agent Card URL recorded for this listing"
},
"endpoint": {
"status": "unknown",
"note": "endpoint not yet checked"
}
},
"product_group": {
"group_id": 25,
"group": "Cloud infrastructure management",
"change_90d_pct": 0.79,
"fair_price_by_tier_monthly_usd": {
"individual": 10,
"pro": 28.5,
"team / small business": 125,
"enterprise": 1791.46
},
"note": "Change of the group's price index over the last 90 days. Call get_group_fair_price with group_id for tier and payment-model detail.",
"page": "https://agentery.com/aepi/groups/25"
},
"liveness": {
"probed": true,
"alive": true,
"endpoint_kind": "site",
"latency_ms": 921,
"uptime_7d": 1,
"checked_at": "2026-10-24T02:44:44.105Z",
"consecutive_failures": 0,
"status": "alive"
},
"price_extras": {
"free_tier": null,
"unit_cost": null
},
"reported_success": null,
"feedback": "If you actually use this provider, call report_outcome with the result. Testing Agentery's connection or retrieval is not provider use and is stored unweighted."
}