# Maintain Persistent Agent Sessions — AI agents

Source: [Maintain Persistent Agent Sessions — AI agents](<https://www.sota2.com/rankings/industries/agent-native/maintain-agent-sessions/editions/2026-11-10-e3-100>)

Collection index: [llms.txt](<https://www.sota2.com/rankings/llms.txt>)

Data updated: 2026-11-10T19:14:36.025071+00:00

Task: Maintain Persistent Agent Sessions. Industry or audience: AI agents. Keep an agent's live terminal or runtime session and running work available across client disconnects, with controls to reconnect and continue. Excludes file or conversation storage alone.

Edition: 2026-11-10-e3-100. Method: e3-score-edition-v1 (six pillars).

Coverage: 12 product records from 12 companies; 10 displayed entries. This is not a claim of complete market coverage.

Positions and scores below are the published values. Equal display ranks are ties; an entry's display order does not break a tie. Scores describe available evidence within this scope, not hands-on performance testing or guaranteed outcomes.

## Comparison at a glance

| Published rank | Product | Company | Score / 100 | Best for |
| --- | --- | --- | --- | --- |
| 1 | Superserve | Superserve | 57.540883 |  |
| 2 | Herdr | Herdr | 55.790883 |  |
| 3 | Sandboxes | Blaxel | 47.097404 |  |
| 4 | E2B | E2B | 43.545334 |  |
| 4 | Superset | Superset | 43.545334 |  |
| 6 | Agent 37 Cloud API | Agent 37 | 37.097404 |  |
| 6 | boxes.dev | boxes.dev | 37.097404 |  |
| 6 | Maritime | Maritime | 37.097404 |  |
| 6 | Trigger.dev | Trigger.dev | 37.097404 |  |
| 10 | Beam Platform | Beam | 32.5 |  |

## Task evidence by product

Selected public excerpts for Maintain Persistent Agent Sessions in AI agents (edition 2026-11-10-e3-100). Read each excerpt with its source and qualifications; coverage varies by product.

| Task | Company and product | Evidence |
| --- | --- | --- |
| Maintain Persistent Agent Sessions | [Superserve](<https://www.sota2.com/companies/superserve.md>) · [Superserve](<https://www.sota2.com/products/superserve-superserve.md>) | **Task fit** “Leave it unset (the default) to disable auto-pause; the sandbox stays active until you pause or kill it.” [docs.superserve.ai](<https://docs.superserve.ai/sandbox/lifecycle>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Task fit** “Reconnect to an existing sandbox by ID. Returns a live sandbox with a fresh access token. If the sandbox is currently paused, it is auto-resumed before returning so it’s immediately usable.” [docs.superserve.ai](<https://docs.superserve.ai/sdk-reference/sandbox>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Industry fit** “Run Claude Code, Codex, or your own agent loop inside the machine, and control it from TypeScript, Python, MCP, the CLI, or the API.” [www.superserve.ai](<https://www.superserve.ai/>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Industry fit** “Agents need more than a fresh environment for every task. They need machines they can pause, return to, and branch from as work evolves.” [www.superserve.ai](<https://www.superserve.ai/>) · Retained capability excerpt; it does not establish independent customer validation. |
| Maintain Persistent Agent Sessions | [Herdr](<https://www.sota2.com/companies/herdr.md>) · [Herdr](<https://www.sota2.com/products/herdr-herdr.md>) | **Task fit** “Switch machines without opening another client. Disconnect and they keep working.” [herdr.dev](<https://herdr.dev/>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Task fit** “The CLI and the socket API are the same surface agents drive.” [herdr.dev](<https://herdr.dev/>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Industry fit** “Herdr reads every pane and marks each agent working, blocked or idle.” [herdr.dev](<https://herdr.dev/>) · Retained capability excerpt; it does not establish independent customer validation. |
| Maintain Persistent Agent Sessions | [Blaxel](<https://www.sota2.com/companies/blaxel.md>) · [Sandboxes](<https://www.sota2.com/products/blaxel-sandboxes.md>) | **Task fit** “Blaxel Sandboxes are AI-native: a high-performance OS-as-a-service that gives every agent full Linux access to filesystems, libraries, shells, and logs.” [blaxel.ai](<https://blaxel.ai/platform/sandboxes>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Task fit** “Sandboxes are persisted forever across sessions with filesystem & memory snapshots, so you never have to restart processes on resume.” [blaxel.ai](<https://blaxel.ai/platform/sandboxes>) · Retained capability excerpt; it does not establish independent customer validation. |
| Maintain Persistent Agent Sessions | [E2B](<https://www.sota2.com/companies/e2b.md>) · [E2B](<https://www.sota2.com/products/e2b-e2b.md>) | **Task fit** “One sandbox keeps using browser, CLI, and storage, scaling compute on its own.” [e2b.dev](<https://e2b.dev/>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Task fit** “LifecyclePause, resume, snapshot, fork.” [e2b.dev](<https://e2b.dev/>) · Retained capability excerpt; it does not establish independent customer validation. |
| Maintain Persistent Agent Sessions | [Superset](<https://www.sota2.com/companies/superset.md>) · [Superset](<https://www.sota2.com/products/superset-superset.md>) | **Task fit** “Everything is scriptable. Spawn workspaces and agents from the CLI, wire Superset into CI with the SDK, or let your agent drive it over MCP.” [superset.sh](<https://superset.sh/>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Task fit** “Each task gets an isolated Git worktree, persistent sessions, diff review, and scheduled runs without tying the workflow to one provider.” [superset.sh](<https://superset.sh/>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Industry fit** “❯ superset status3 workspaces running⠋ nightly evals · claude · 42m✓ api hotfix · ready” [superset.sh](<https://superset.sh/>) · Retained capability excerpt; it does not establish independent customer validation. |
| Maintain Persistent Agent Sessions | [Agent 37](<https://www.sota2.com/companies/agent-37.md>) · [Agent 37 Cloud API](<https://www.sota2.com/products/agent-37-agent-37-cloud-api.md>) | **Task fit** “Nothing times out mid-task” [www.agent37.com](<https://www.agent37.com/cloud>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Task fit** “One API call gives each of your users their own always-on agent sandbox.” [www.agent37.com](<https://www.agent37.com/cloud>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Industry fit** “How long can one agent run?As long as you keep it. Nothing times out mid-task, and what your agent writes to disk is still there on the next call, weeks later.” [www.agent37.com](<https://www.agent37.com/cloud>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Industry fit** “what your agent writes to disk is still there on the next call, weeks later.” [www.agent37.com](<https://www.agent37.com/cloud>) · Retained capability excerpt; it does not establish independent customer validation. |
| Maintain Persistent Agent Sessions | [boxes.dev](<https://www.sota2.com/companies/boxes-dev.md>) · [boxes.dev](<https://www.sota2.com/products/boxes-dev-boxes-dev.md>) | **Task fit** “Pick any thread up later in your boxes.dev workspace and keep iterating.” [boxes.dev](<https://boxes.dev/>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Task fit** “The agent runs in a managed cloud devbox, so the same thread keeps going while you disconnect.” [boxes.dev](<https://boxes.dev/>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Industry fit** “boxes.dev gives each agent a whole computer that’s already running your dev environment (a “devbox”), and a way to steer that agent from anywhere.” [boxes.dev](<https://boxes.dev/>) · Retained capability excerpt; it does not establish independent customer validation. |
| Maintain Persistent Agent Sessions | [Maritime](<https://www.sota2.com/companies/maritime.md>) · [Maritime](<https://www.sota2.com/products/maritime-maritime.md>) | **Task fit** “TypeScript SDK One per user with your own id, then chat and exec.” [maritime.sh](<https://maritime.sh/>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Task fit** “New machines boot in 0.5s. Sleeping ones are back in 0.6 s, mid-task.” [maritime.sh](<https://maritime.sh/>) · Retained capability excerpt; it does not establish independent customer validation. |
| Maintain Persistent Agent Sessions | [Trigger.dev](<https://www.sota2.com/companies/trigger-dev.md>) · [Trigger.dev](<https://www.sota2.com/products/trigger-dev-trigger-dev.md>) | **Task fit** “Sessions power chat agents and work on their own for any conversational or streaming workload.” [trigger.dev](<https://trigger.dev/product>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Task fit** “Idle conversations cost nothing, and the next message resumes on the exact line of code it stopped on.” [trigger.dev](<https://trigger.dev/product>) · Retained capability excerpt; it does not establish independent customer validation. |
| Maintain Persistent Agent Sessions | [Beam](<https://www.sota2.com/companies/beam.md>) · [Beam Platform](<https://www.sota2.com/products/beam-beam-platform.md>) | **Task fit** “RAM and running processes resume in under a second.” [www.beam.cloud](<https://www.beam.cloud/>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Task fit** “We provide persistent, forkable microVMs you can expose, pause, network-isolate, and GPU-accelerate, billed only while they run.” [www.beam.cloud](<https://www.beam.cloud/>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Industry fit** “Give every coding agent a dev box” [www.beam.cloud](<https://www.beam.cloud/>) · Retained capability excerpt; it does not establish independent customer validation.<br>**Industry fit** “A persistent Linux VM with SSH and a durable disk, so repos and tools persist between sessions.” [www.beam.cloud](<https://www.beam.cloud/>) · Retained capability excerpt; it does not establish independent customer validation. |

## Scoring method

The score combines task fit, industry fit and supported customer signals. Task and industry fit account for 65 points. Partial evidence marks a calculated fit score with unconfirmed steps; it is not a fully established assessment. Unknown means there is insufficient evidence to score that pillar; unknown fit uses a neutral value in the total. Evidence samples are selected examples, not a complete evidence record.

| Pillar | Maximum contribution |
| --- | --- |
| Task fit | 45 |
| Industry fit | 20 |
| Adoption | 12 |
| Customer satisfaction | 10 |
| Value signals | 10 |
| Popularity | 3 |

[L1, L2, pillars and edition rules](<https://www.sota2.com/rankings/methodology.md>)

## Superserve — rank 1

- [Product profile](<https://www.sota2.com/products/superserve-superserve.md>): Virtual machines for long-running AI agents, with isolated sandboxes, persistent storage, programmable networking, and pause, resume, and fork capabilities.

Company: [Superserve](<https://www.sota2.com/companies/superserve.md>)

Why included: Virtual machines for long-running AI agents, with isolated sandboxes, persistent storage, programmable networking, and pause, resume, and fork capabilities.

Best for: Not recorded

Qualifications: No additional qualification recorded

Recorded pricing: $20/month; Subscription, Usage Based, Tiered, Enterprise Custom

| Pillar | Stored contribution | Maximum | Observed value | Evidence basis |
| --- | --- | --- | --- | --- |
| Task fit | 35.79088291032767 | 45 | Unknown | partial-support |
| Industry fit | 20 | 20 | 100 | observed |
| Adoption | 0 | 12 | Unknown | unknown |
| Satisfaction | 0 | 10 | Unknown | unknown |
| Value signals | 1.75 | 10 | 17.5 | observed |
| Popularity | 0 | 3 | Unknown | unknown |

- [Task fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=9dc6c1f1-f9e2-4837-87e9-4626c920efbe&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=taskFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

- [Industry fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=9dc6c1f1-f9e2-4837-87e9-4626c920efbe&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=industryFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

## Herdr — rank 2

- [Product profile](<https://www.sota2.com/products/herdr-herdr.md>): A persistent terminal runtime for coding agents, with cross-machine access, agent-status tracking, and agent-driven coordination.

Company: [Herdr](<https://www.sota2.com/companies/herdr.md>)

Why included: A persistent terminal runtime for coding agents, with cross-machine access, agent-status tracking, and agent-driven coordination.

Best for: Not recorded

Qualifications: No additional qualification recorded

Recorded pricing: Open Source

| Pillar | Stored contribution | Maximum | Observed value | Evidence basis |
| --- | --- | --- | --- | --- |
| Task fit | 35.79088291032767 | 45 | Unknown | partial-support |
| Industry fit | 20 | 20 | 100 | observed |
| Adoption | 0 | 12 | Unknown | unknown |
| Satisfaction | 0 | 10 | Unknown | unknown |
| Value signals | 0 | 10 | Unknown | unknown |
| Popularity | 0 | 3 | Unknown | unknown |

- [Task fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=0d8c2027-13c6-451e-9c84-94350aa1992c&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=taskFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

- [Industry fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=0d8c2027-13c6-451e-9c84-94350aa1992c&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=industryFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

## Sandboxes — rank 3

- [Product profile](<https://www.sota2.com/products/blaxel-sandboxes.md>): Isolated microVMs per agent, app, or job.

Company: [Blaxel](<https://www.sota2.com/companies/blaxel.md>)

Why included: Isolated microVMs per agent, app, or job.

Best for: Not recorded

Qualifications: No additional qualification recorded

Recorded pricing: Active CPU: $0.0000115/ GB RAM · second. Snapshots storage: $0.20/ GB · month. Images: $0.045/ GB · month.; Usage Based

| Pillar | Stored contribution | Maximum | Observed value | Evidence basis |
| --- | --- | --- | --- | --- |
| Task fit | 27.097403618278108 | 45 | Unknown | partial-support |
| Industry fit | 20 | 20 | 100 | observed |
| Adoption | 0 | 12 | Unknown | unknown |
| Satisfaction | 0 | 10 | Unknown | unknown |
| Value signals | 0 | 10 | Unknown | unknown |
| Popularity | 0 | 3 | Unknown | unknown |

- [Task fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=38a0fbcb-4bc6-47f0-998a-0a617b5acbee&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=taskFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

- [Industry fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=38a0fbcb-4bc6-47f0-998a-0a617b5acbee&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=industryFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

## E2B — rank 4

- [Product profile](<https://www.sota2.com/products/e2b-e2b.md>): Isolated Linux microVMs for AI agent sessions, with code execution, networking, storage, observability, and lifecycle controls.

Company: [E2B](<https://www.sota2.com/companies/e2b.md>)

Why included: Isolated Linux microVMs for AI agent sessions, with code execution, networking, storage, observability, and lifecycle controls.

Best for: Not recorded

Qualifications: No additional qualification recorded

Recorded pricing: Hobby $0 base + usage ($100 one-time credit), 1h/run; Pro USD150/mo + usage, 24h/run. Hobby/Pro compute: $0.000014/vCPU-second + $0.0000045/GiB-second. Enterprise minimum USD3000/mo + usage; BYOC.; Hobby/Pro metered compute; Pro monthly base; Enterprise custom.

| Pillar | Stored contribution | Maximum | Observed value | Evidence basis |
| --- | --- | --- | --- | --- |
| Task fit | 27.097403618278108 | 45 | Unknown | partial-support |
| Industry fit | 16.447930011102386 | 20 | Unknown | partial-support |
| Adoption | 0 | 12 | Unknown | unknown |
| Satisfaction | 0 | 10 | Unknown | unknown |
| Value signals | 0 | 10 | Unknown | unknown |
| Popularity | 0 | 3 | Unknown | unknown |

- [Task fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=ce7ebf85-2be4-4308-a6b0-fece1d6d4ec5&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=taskFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

- [Industry fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=ce7ebf85-2be4-4308-a6b0-fece1d6d4ec5&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=industryFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

## Superset — rank 4

- [Product profile](<https://www.sota2.com/products/superset-superset.md>): Desktop application and platform for orchestrating 100+ parallel AI coding agents.

Company: [Superset](<https://www.sota2.com/companies/superset.md>)

Why included: Desktop application and platform for orchestrating 100+ parallel AI coding agents.

Best for: Not recorded

Qualifications: No additional qualification recorded

Recorded pricing: Not recorded

| Pillar | Stored contribution | Maximum | Observed value | Evidence basis |
| --- | --- | --- | --- | --- |
| Task fit | 27.097403618278108 | 45 | Unknown | partial-support |
| Industry fit | 16.447930011102386 | 20 | Unknown | partial-support |
| Adoption | 0 | 12 | Unknown | unknown |
| Satisfaction | 0 | 10 | Unknown | unknown |
| Value signals | 0 | 10 | Unknown | unknown |
| Popularity | 0 | 3 | Unknown | unknown |

- [Task fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=5e7a7c21-f1d6-4fdd-9d92-6d167b63bf68&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=taskFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

- [Industry fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=5e7a7c21-f1d6-4fdd-9d92-6d167b63bf68&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=industryFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

## Agent 37 Cloud API — rank 6

- [Product profile](<https://www.sota2.com/products/agent-37-agent-37-cloud-api.md>): A managed API for provisioning persistent, always-on sandboxes for Hermes, OpenClaw, Claude Code, Codex, or custom agent harnesses.

Company: [Agent 37](<https://www.sota2.com/companies/agent-37.md>)

Why included: A managed API for provisioning persistent, always-on sandboxes for Hermes, OpenClaw, Claude Code, Codex, or custom agent harnesses.

Best for: Not recorded

Qualifications: No additional qualification recorded

Recorded pricing: $4.76 for 730 running hours for a standard 2 vCPU, 4 GB RAM sandbox with 4 GB persistent disk; Usage Based

| Pillar | Stored contribution | Maximum | Observed value | Evidence basis |
| --- | --- | --- | --- | --- |
| Task fit | 27.097403618278108 | 45 | Unknown | partial-support |
| Industry fit | 9.999999999999995 | 20 | Unknown | partial-support |
| Adoption | 0 | 12 | Unknown | unknown |
| Satisfaction | 0 | 10 | Unknown | unknown |
| Value signals | 0 | 10 | Unknown | unknown |
| Popularity | 0 | 3 | Unknown | unknown |

- [Task fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=f6309821-373f-4ce3-b9f5-ce58f761c5d3&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=taskFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

- [Industry fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=f6309821-373f-4ce3-b9f5-ce58f761c5d3&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=industryFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

## boxes.dev — rank 6

- [Product profile](<https://www.sota2.com/products/boxes-dev-boxes-dev.md>): Cloud development environments giving each coding agent its own cloud Linux computer (devbox) with steerable access from desktop, mobile, terminal, Slack, Linear, schedules, and...

Company: [boxes.dev](<https://www.sota2.com/companies/boxes-dev.md>)

Why included: Cloud development environments giving each coding agent its own cloud Linux computer (devbox) with steerable access from desktop, mobile, terminal, Slack, Linear, schedules, and...

Best for: Not recorded

Qualifications: No additional qualification recorded

Recorded pricing: $0 (Trial); Per Seat, Usage Based, Tiered, Enterprise Custom

| Pillar | Stored contribution | Maximum | Observed value | Evidence basis |
| --- | --- | --- | --- | --- |
| Task fit | 27.097403618278108 | 45 | Unknown | partial-support |
| Industry fit | 9.999999999999995 | 20 | Unknown | partial-support |
| Adoption | 0 | 12 | Unknown | unknown |
| Satisfaction | 0 | 10 | Unknown | unknown |
| Value signals | 0 | 10 | Unknown | unknown |
| Popularity | 0 | 3 | Unknown | unknown |

- [Task fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=48ff64e8-bd01-4fa2-a076-168b0fd6f043&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=taskFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

- [Industry fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=48ff64e8-bd01-4fa2-a076-168b0fd6f043&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=industryFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

## Maritime — rank 6

- [Product profile](<https://www.sota2.com/products/maritime-maritime.md>): Managed cloud platform for hosting persistent AI agents.

Company: [Maritime](<https://www.sota2.com/companies/maritime.md>)

Why included: Managed cloud platform for hosting persistent AI agents.

Best for: Not recorded

Qualifications: No additional qualification recorded

Recorded pricing: Free for 3 agents; flat plans from $20/mo for 20 agents; Subscription

| Pillar | Stored contribution | Maximum | Observed value | Evidence basis |
| --- | --- | --- | --- | --- |
| Task fit | 27.097403618278108 | 45 | Unknown | partial-support |
| Industry fit | 9.999999999999995 | 20 | Unknown | unknown |
| Adoption | 0 | 12 | Unknown | unknown |
| Satisfaction | 0 | 10 | Unknown | unknown |
| Value signals | 0 | 10 | Unknown | unknown |
| Popularity | 0 | 3 | Unknown | unknown |

- [Task fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=1975fc8a-5655-4c61-a68f-ad9221546009&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=taskFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

- [Industry fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=1975fc8a-5655-4c61-a68f-ad9221546009&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=industryFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

## Trigger.dev — rank 6

- [Product profile](<https://www.sota2.com/products/trigger-dev-trigger-dev.md>): Core managed platform for background jobs and AI workflows with no timeouts, concurrency control, built-in monitoring, and elastic scaling.

Company: [Trigger.dev](<https://www.sota2.com/companies/trigger-dev.md>)

Why included: Core managed platform for background jobs and AI workflows with no timeouts, concurrency control, built-in monitoring, and elastic scaling.

Best for: Not recorded

Qualifications: No additional qualification recorded

Recorded pricing: Not recorded

| Pillar | Stored contribution | Maximum | Observed value | Evidence basis |
| --- | --- | --- | --- | --- |
| Task fit | 27.097403618278108 | 45 | Unknown | partial-support |
| Industry fit | 9.999999999999995 | 20 | Unknown | unknown |
| Adoption | 0 | 12 | Unknown | unknown |
| Satisfaction | 0 | 10 | Unknown | unknown |
| Value signals | 0 | 10 | Unknown | unknown |
| Popularity | 0 | 3 | Unknown | unknown |

- [Task fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=e7b9126c-61a1-4c72-9cd1-23ba43345377&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=taskFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

- [Industry fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=e7b9126c-61a1-4c72-9cd1-23ba43345377&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=industryFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

## Beam Platform — rank 10

- [Product profile](<https://www.sota2.com/products/beam-beam-platform.md>): Serverless GPU runtime for deploying inference endpoints, task queues, and sandboxes with sub-second cold starts, autoscaling, and distributed storage.

Company: [Beam](<https://www.sota2.com/companies/beam.md>)

Why included: Serverless GPU runtime for deploying inference endpoints, task queues, and sandboxes with sub-second cold starts, autoscaling, and distributed storage.

Best for: Not recorded

Qualifications: No additional qualification recorded

Recorded pricing: Not recorded

| Pillar | Stored contribution | Maximum | Observed value | Evidence basis |
| --- | --- | --- | --- | --- |
| Task fit | 22.49999999999999 | 45 | Unknown | partial-support |
| Industry fit | 9.999999999999995 | 20 | Unknown | partial-support |
| Adoption | 0 | 12 | Unknown | unknown |
| Satisfaction | 0 | 10 | Unknown | unknown |
| Value signals | 0 | 10 | Unknown | unknown |
| Popularity | 0 | 3 | Unknown | unknown |

- [Task fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=21811792-e4bf-4122-872c-0d35ad242f5d&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=taskFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

- [Industry fit: public source excerpts](<https://www.sota2.com/api/rankings/samples?productId=21811792-e4bf-4122-872c-0d35ad242f5d&industry=agent-native&task=maintain-agent-sessions&editionId=2026-11-10-e3-100&pillar=industryFit&limit=2>): Exact product, task, industry, edition and pillar scope; selected examples, not the full evidence record.

## Preserved editions

## Related task comparisons