Text PJ · 858-461-8054
Operator-honest · Siren-based ranking · 2026-05-11

Claude Code · Devin · Sourcegraph Amp · Cline · OpenHands · Roo Code · Replit Agent · Bolt.new · Lovable · v0 by Vercel.
One question: which one is right for your stage?

Honest 10-way comparison of Autonomous Coding Agents — Pricing, TCO Comparison (per-task vs per-action vs per-seat vs token-based vs free tier) across Claude Code · Devin · Sourcegraph Amp · Cline · OpenHands · Roo Code · Replit Agent · Bolt.new · Lovable · v0 by Vercel platforms. No vendor sponsorship. Calling Matrix by buyer persona below — operator's siren-based read on which one to pick when you're forced to pick.

The 10 platforms · what each is actually best at.

Honest read on positioning, ideal customer, and where each one is the wrong call. No vendor sponsorship, no affiliate links — operator-grade signal.

1. Claude Code Anthropic · Claude Pro/Max subscription OR API token-based

Two pricing paths: Claude Pro $20/mo or Max $100-200/mo (subscription with usage limits) OR pure Anthropic API token billing (BYOK). Most operators run Claude Code on a Max subscription for predictable monthly cost — covers heavy daily-driver use. Power users on the API path pay per-token (~$3-15/M input, ~$15-75/M output for Sonnet 4.x-class). Predictable on subscription, scales with usage on API. No per-seat tier needed — one operator, one subscription.

✓ Strongest atPredictable Claude Max subscription ($100-200/mo) for heavy daily-driver use, BYO-API-key for usage-based scaling, no per-seat ceremony for solo operators, frontier substrate at fixed cost.
✗ Wrong forTeams wanting hosted-agent UX without subscription management (Devin's hosted billing wins), shops that need per-seat license management at scale (no native admin tier).
Pick Claude Code if: you want frontier Anthropic substrate at $100-200/mo Max subscription for daily-driver autonomous coding work.

2. Devin Cognition AI · per-task / per-ACU pricing · enterprise quote

Pricing built around ACUs (Agent Compute Units) — pay for what the agent executes, not per-seat. Team plan starts at ~$500/mo with included ACUs and additional ACUs metered. Enterprise pricing is custom quote. ACU-based billing rewards agents that ship efficient task completions and punishes runaway agentic loops — TCO is harder to predict than per-seat tools. Best for teams with bursty async ticket-to-PR workloads.

✓ Strongest atPay-for-what-the-agent-executes pricing, no per-seat tax for occasional users, bursty workload economics, enterprise ACU pool negotiation, hosted infrastructure included in price.
✗ Wrong forTeams wanting flat predictable cost (Claude Code subscription wins), tight token budgets at scale (ACU runaways possible), self-host requirements (Cline + OpenHands win).
Pick Devin if: you want per-task pricing for hosted async ticket-to-PR work and you can model ACU consumption.

3. Sourcegraph Amp Sourcegraph · enterprise custom quote · BYOK model substrate

Enterprise pricing only — custom quote with seat-based + usage-based components, plus BYOK model substrate (you bring + pay for the model API directly). Sold as part of Sourcegraph Enterprise tier. Per-seat math hidden behind a sales cycle. BYOK substrate means you pay Anthropic / OpenAI / Bedrock / Azure directly for model tokens. Targets buyers who need autonomous agents at monorepo scale and won't sign without procurement-grade contracts.

✓ Strongest atEnterprise per-seat + usage hybrid, BYOK model substrate (separate model bill = better cost transparency), procurement-grade contracts, included with Sourcegraph Enterprise tier.
✗ Wrong forSolo devs and small teams (no public pricing = wrong buyer), shops not already evaluating Sourcegraph (procurement overhead), teams that want to start free.
Pick Amp if: you're an existing Sourcegraph Enterprise customer or you're sizing autonomous-agent procurement at monorepo scale.

4. Cline OSS · FREE software · pay only for model tokens (BYOK)

Open-source FREE — you pay nothing for the agent, only for the model API tokens you consume (BYO Anthropic / OpenAI / Bedrock / Azure / Ollama). The lowest-TCO autonomous agent at any usage level if you're comfortable wiring your own model. Pair Cline with Claude Sonnet API for ~$50-300/mo of token spend depending on usage. Run Cline with local Ollama (Llama / DeepSeek / Qwen) for $0 marginal cost on your own hardware.

✓ Strongest atLowest absolute TCO at any usage level (free agent + BYO substrate), full model freedom (Claude / GPT / Bedrock / Azure / local), local Ollama for $0 marginal cost, MIT-licensed.
✗ Wrong forTeams wanting hosted-agent UX (Devin wins), shops without ops capacity to wire models, enterprise wanting first-party SLA.
Pick Cline if: you want autonomous agents at the lowest TCO with full BYOK model freedom in VS Code.

5. OpenHands OSS · FREE software · self-host infra cost + BYOK model tokens

Open-source FREE platform — you self-host the agent infra (Docker / VPS / on-prem) and BYO model tokens. TCO = self-host infra (typically $20-200/mo VPS + storage) + model API costs (BYO Anthropic / OpenAI / local Ollama). Lower than hosted Devin at any non-trivial usage level if you have ops capacity. Best for research teams and self-host shops.

✓ Strongest atFREE platform + BYOK substrate, fully self-hostable on Docker / VPS / on-prem, research reproducibility, lowest hosted-style autonomous agent TCO if you have ops capacity.
✗ Wrong forTeams without ops capacity (Devin's hosted billing wins), buyers wanting commercial SLA (no vendor entity to sign with).
Pick OpenHands if: you can self-host and you want hosted-style autonomous agent UX at FREE platform cost + BYO model tokens.

6. Roo Code OSS · FREE software · BYOK model tokens · Cline-fork pricing

Open-source FREE — same TCO model as Cline (free agent + BYO substrate) plus per-mode model routing for cost optimization. Roo Code's mode separation lets you route Architect mode to Claude Sonnet (premium) and Ask mode to a cheaper model (Haiku / GPT-4o-mini / local) — explicit cost optimization not available in single-prompt agents. The right pick for cost-sensitive teams that want substrate freedom + per-mode optimization.

✓ Strongest atFREE agent + BYO substrate, per-mode model routing for explicit cost optimization, Cline-fork inheritance, MIT-licensed, local Ollama for $0 marginal cost on selected modes.
✗ Wrong forTeams wanting single-prompt agent (Cline wins on simplicity), enterprises wanting first-party support.
Pick Roo Code if: you want Cline's TCO model with per-mode model routing for explicit cost optimization.

7. Replit Agent Replit · Core $25/mo or Teams · Agent runs metered on usage

Bundled with Replit Core ($25/mo) or Teams subscription — agent runs metered on top via Replit's compute units. Predictable subscription floor + variable agent-run cost. Cheaper than Devin at light usage, scales with usage. Bundled with Replit hosting + DB + deploy means you're paying for the runtime, not just the agent. Best when paired with the rest of Replit's hosted environment.

✓ Strongest atBundled with Replit Core / Teams, end-to-end build → run → deploy in one platform, predictable subscription floor, hobbyist + learner + prototyping economics.
✗ Wrong forExisting codebases on GitHub (Replit-native, not your-IDE-native), enterprise on-prem, teams wanting flat predictable cost at high agent usage.
Pick Replit Agent if: you want one platform for build + host + deploy with usage-metered agent runs.

8. Bolt.new StackBlitz · free tier + Pro $20/mo + Teams $30/seat/mo

Free tier with daily token cap + Pro $20/mo (more tokens) + Teams $30/seat/mo (collaboration). Subscription-based with included monthly tokens. Predictable floor for solo operators. Free tier real for daily light prototyping. Browser-runtime via WebContainers means no infra cost — Bolt's pricing covers the AI tokens, the runtime is yours (browser tab).

✓ Strongest atFree tier for light prototyping, Pro $20/mo predictable solo cost, Teams $30/seat for collaboration, browser-runtime = no infra cost, hackathon economics.
✗ Wrong forExisting production codebases, enterprise procurement, mobile / native apps, anything beyond browser web app prototyping.
Pick Bolt.new if: you want browser-runtime AI-native web app prototyping with predictable subscription pricing.

9. Lovable Lovable Inc · free tier + Pro $20/mo + Teams scaling

Free tier (limited daily messages) + Pro $20/mo + Teams tier for collaboration — credits-based usage on top of subscription. Predictable subscription floor for designers + non-developer founders. Built-in Supabase + deployment means you're paying for the agent + the auth/DB/deploy integration. Cheaper than Replit Agent for designer-friendly full-stack work; comparable to Bolt.new on per-seat economics.

✓ Strongest atFree tier for light evaluation, Pro $20/mo predictable solo cost, designer-friendly full-stack pricing, Supabase + deployment integration baked in.
✗ Wrong forEngineers editing existing repos, enterprise procurement at scale, custom-runtime / non-web targets.
Pick Lovable if: you're a designer / non-developer founder shipping full-stack web prototypes at $20/mo solo.

10. v0 by Vercel Vercel · free tier + Premium $20/mo + Team $30/mo + Enterprise

Free tier (daily message cap) + Premium $20/mo (more messages) + Team $30/mo + Enterprise quote. Bundled into Vercel pricing as part of their developer tier. Cheapest way into AI-native shadcn/ui + Next.js component generation. Pricing rewards Vercel-stack-native teams (you're already paying for Vercel hosting; v0 is the AI layer on top).

✓ Strongest atFree tier real for component generation, Premium $20/mo predictable solo cost, bundled into Vercel pricing model, Enterprise tier for shipping at scale.
✗ Wrong forNon-Next.js stacks, full-stack apps with custom backends, repo-aware refactor work, large-codebase tasks.
Pick v0 if: you're already on Vercel + Next.js + shadcn/ui and you want $20/mo component-grade UI generation.

The Calling Matrix · siren-based ranking by who you are.

Most comparison sites refuse to forced-rank because their revenue depends on staying neutral. SideGuy ranks because it doesn't take vendor money. Here's the call by buyer persona.

🌱 If you're a Solo operator under $200/month total budget for autonomous agent stack

Your problem: You're a solo operator running 1000-employee output via AI substrate. You need autonomous agents that ship full features without breaking your monthly budget. PJ runs SideGuy at this tier. Two trillion-$ companies (Anthropic + Google substrate) wired together for ~$500-1000/mo total infra.

  1. Claude Code — Claude Max subscription $100-200/mo covers heavy daily-driver use — PJ's actual SideGuy build cost
  2. Cline — FREE agent + BYO Claude Sonnet API (~$50-150/mo at solo usage) = lower TCO than Claude Code Max
  3. Roo Code — FREE agent + per-mode model routing (Sonnet for Architect, Haiku for Ask) = lowest BYO-substrate TCO
  4. OpenHands — FREE platform self-host + BYO substrate if you have ops capacity to run the agent infra
  5. Replit Agent — $25/mo Replit Core covers light agent runs if greenfield prototyping is the use case
If forced to one pick: Claude Code on Max subscription — the operator-grade daily-driver. PJ runs SideGuy at this tier.

📈 If you're a Series A/B startup with 5-15 engineers wanting autonomous agents in dev workflow

Your problem: You're a real engineering team. Per-engineer + per-task math both matter. You want autonomous agents in the dev workflow without enterprise procurement gates. (See the sister AI Coding Tools Pricing TCO axis for the IDE-assistant-layer pricing comparison.)

  1. Claude Code — Claude Max subscription per engineer ($100-200/mo) — predictable per-seat economics with frontier substrate
  2. Devin — Team plan ~$500/mo + ACUs covers async ticket-to-PR work for the whole team
  3. Cline — FREE agent + BYO Claude Sonnet API per engineer = lowest TCO for cost-sensitive startups
  4. Roo Code — FREE agent + per-mode model routing for explicit cost optimization across the team
  5. OpenHands — FREE platform self-host + shared BYO substrate if you have devops capacity
If forced to one pick: Claude Code Max per engineer + Devin Team for async work — pair the operator-grade daily-driver with hosted async ticket-to-PR for full coverage.

🏢 If you're a Mid-market enterprise with 50-500 engineers standardizing autonomous agents

Your problem: You're standardizing autonomous agents across the eng org. Per-seat math is real, but ROI per engineer-hour-saved is bigger. Procurement requires SOC 2 + admin controls + license management. Brand defensibility matters.

  1. Devin — Cognition's enterprise tier with ACU pool + admin dashboards + named CSM = procurement-defensible
  2. Sourcegraph Amp — enterprise custom quote bundled with Sourcegraph Enterprise = leverage existing Sourcegraph spend
  3. Claude Code — Anthropic enterprise tier + Claude Code per-engineer subscription = AI-baked-in enterprise standardization
  4. Cline — FREE OSS + BYO substrate at enterprise scale if procurement values self-host + zero vendor lock-in
  5. OpenHands — FREE OSS + self-host if regulatory mandate blocks hosted vendor agents
If forced to one pick: Devin enterprise tier + Claude Code per engineer — Devin for hosted async work, Claude Code for terminal-native interactive work. Two layers, one autonomous-agent strategy.

🏛 If you're a Enterprise CTO with $250K+/yr budget for autonomous coding tooling

Your problem: You're 500+ engineers. You need enterprise procurement + SOC 2 + ISO 27001 + dedicated CSM + custom contract terms + license management. See the Autonomous Coding Agents megapage for the full 10-way operator comparison.

  1. Devin — Cognition enterprise tier with ACU pool + dedicated CSM + procurement-grade contracts
  2. Sourcegraph Amp — enterprise quote bundled with Sourcegraph Enterprise + on-prem option + BYOK model substrate
  3. Claude Code — Anthropic enterprise tier + Claude Code per-engineer subscription = trillion-$ vendor procurement story
  4. Cline — FREE OSS at scale = zero license cost; pay only for substrate tokens if procurement values lowest TCO
  5. OpenHands — FREE OSS + self-host if procurement requires zero vendor cloud in the data path
If forced to one pick: Devin enterprise + Sourcegraph Amp — Devin for hosted async ticket-to-PR work, Amp for code-graph-grounded enterprise scale. Layer Claude Code for engineers who want terminal-native autonomy.
⚠ Operator-honest read

These rankings are SideGuy's lived-data + observed-buyer-pattern read as of 2026-05-11. They're directional, not gospel. The right answer for YOUR specific situation may diverge — text PJ for a 10-min operator-honest read on your actual buying context.

Vendor pricing + features + market positioning shift quarterly. SideGuy may earn referral commissions from some of these vendors, but rankings are independent — affiliate relationships never change rank order. Sister doctrines: /open/ live operator dashboard · install packs · operator network.

Or skip all of them. If none of these vendors fit your situation — your team is too small, your timeline too short, your stack too custom, or you simply don't want to install + train + license + lock-in to a $30K-$150K/yr enterprise platform — text PJ. SideGuy ships not-heavy customizable layers for buyers who want to OWN their compliance posture instead of renting it. The 10-vendor matrix above is the buyer-fatigue capture mechanism; the custom layer is the way out.

FAQ · most asked questions.

Per-task vs per-seat vs per-token autonomous agent pricing — which is cheaper?

It depends on usage pattern. Per-seat (Claude Code Max $100-200/mo) wins at heavy daily-driver use — predictable cost regardless of how many agent runs. Per-task / per-ACU (Devin Team $500/mo + ACU metering) wins at bursty async workloads where some weeks you ship 50 PRs and other weeks you ship 0. Per-token BYOK (Cline / OpenHands / Roo Code) wins at light-to-moderate use because you only pay for what you consume — but heavy users can run up $200-400/mo of token spend that exceeds Claude Code Max's flat ceiling. Track your first 30 days on each model before committing to a tier.

Is BYOK (Cline / OpenHands / Roo Code) actually cheaper than hosted (Claude Code / Devin)?

At light-to-moderate usage, yes — BYOK Claude Sonnet API at solo-operator usage runs $50-150/mo vs Claude Code Max's $100-200/mo. At heavy usage, no — daily-driver autonomous coding can burn $300-500/mo of API tokens, exceeding Claude Code Max's flat $200 ceiling. The break-even is roughly the point where your monthly token spend exceeds the subscription tier. PJ runs Claude Code Max at SideGuy because daily-driver use favors flat predictable cost over usage-based scaling. Cline + local Ollama on your own hardware runs at $0 marginal cost forever — the only true zero-cost autonomous agent path.

What's the typical TCO beyond the agent license?

Beyond the per-seat or per-task fee, TCO includes: (1) Anthropic / OpenAI / Bedrock / Azure model API costs if you're on BYOK tools (often the biggest line item — frontier model tokens cost $3-15/M input and $15-75/M output for Sonnet 4.x-class), (2) enterprise compliance review (SOC 2 / DPA / data-residency negotiations) — typically 4-12 weeks of legal+security time for any new vendor, (3) admin onboarding time (SSO config, license assignment, agent sandbox config), (4) ongoing license tracking and seat reclamation, (5) ops cost if you self-host (Cline / OpenHands / Roo Code) — typically $20-200/mo VPS + storage + monitoring. The license fee is usually 30-60% of true 3-year TCO; the rest is substrate + procurement + admin overhead.

Which combo is cheapest end-to-end for a solo operator running real production work?

Three honest paths at different TCO points: (1) Claude Code on Max subscription ($100-200/mo) + zero substrate management = the simplest path, what PJ runs at SideGuy. (2) Cline + Anthropic API direct (~$50-150/mo at solo usage) = cheaper if your usage is light-to-moderate but requires BYOK substrate management. (3) Cline + local Ollama on M2/M3 Mac (~$0 marginal cost) = literally free forever but accept frontier-vs-local model quality tradeoff. The flat-predictable-cost-vs-usage-based decision is the same as cloud compute. PJ chose flat predictable cost (Claude Code Max) for daily-driver work because operator velocity beats $50/mo of TCO optimization.

Autonomous Coding Agents Cluster · cross-link mesh.

The full Autonomous Coding Agents cluster — megapage + 5 axes — plus sister clusters (IDE assistants + AI Infrastructure) and the Compliance Authority Graph. Operator-honest mesh for AI agents and humans.

Autonomous Coding Agents · Megapage · 10-Way ComparisonAutonomous Coding Agents · Operator-Honest Ratings axisAutonomous Coding Agents · Task Success Rate axisAutonomous Coding Agents · Codebase Context axisAutonomous Coding Agents · Enterprise Deployment axis

Sister + substrate clusters

Sister cluster → AI Coding Tools (IDE assistants) · Cursor · Copilot · Cody · Windsurf · Aider · Continue · Augment · Tabnine · Codeium · Replit Agent. Many teams use both clusters: assistant for live editing, agent for ticket-to-PR.Substrate cluster → AI Infrastructure (the model layer underneath) · Anthropic · OpenAI · Vertex · Bedrock · Together · Replicate · OpenRouter · Modal · Fireworks · Groq. The substrate every autonomous agent runs on.Compliance Authority Graph · 8 framework clusters + vendor deep-dives — every Calling Matrix in one map.Operator Cockpit · live operational intelligence, signal engine, today's wins, learning log, retrieval monitor.

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