How to pick residential proxies for AI / LLM agents doing authorised public-web browsing or sampling: prefer rotating by GB, use short sticky per task, respect robots/ToS, no login-wall bypass—and no crawl-success promises.
What this page solves
When you are wiring an AI agent / LLM tool-calling pipeline that must browse or sample authorised public web pages in multiple steps, the decisions that usually block shipping are: rotating versus static egress, whether a single task needs a sticky session, and where the compliance line sits. This solutions page turns those three decisions into an actionable map and points to ZTProxy’s residential-only products—dynamic billed by GB and static billed by IP·month—plus pricing, the quickstart, and the API docs.
This is a solutions scenario page, not a guides overview, not a locations country page, and not an MCP / SDK “agent platform” product page. If you are comparing generic residential egress with vertical agent infrastructure (for example MCP-oriented product narratives such as NexaLayer-style positioning), read ZTProxy here as: how to use a generic residential exit for agent public-web work—not as a substitute for someone else’s MCP/SDK product, and not as a crawl-success SLA.
What “proxies for AI agents” actually buys
Agent and automation teams usually are not buying “one login identity for the whole subscription month,” and they are not buying “a guarantee that every tool call retrieves the target page.” They are buying:
- Requests or short browse chains against publicly reachable paths in a target country or region
- Targetable residential egress; multi-URL / multi-market batches prefer rotation; a single multi-step task may use short sticky
- Usage billing (GB) rather than a default monthly fixed IP
On-site: solutions · AI agents (public web). Acceptable use requires lawful, authorised work, rate control, and respect for the target service’s rules—see the AUP.
This sits next to other public-web scenarios with different objects: SKU price/stock checks belong on price monitoring; broader category / competitive / public-intel sampling belongs on market research. If you still need the rotating-versus-static frame, start with rotating vs static residential or how to choose a residential proxy. For buyer due diligence and self-use boundaries, see residential proxy compliance.
ZTProxy services are limited to lawful, authorised business and technical use. This page covers publicly accessible browsing or sampling only. It does not cover account farming, multi-account evasion, login-wall bypass, or unauthorised account operations, and it does not promise crawl success rates, full-site coverage, unblock SLAs, or business outcomes.
Why prefer dynamic residential (by GB)
Dynamic residential exits can rotate per task, which matches the common agent pattern of “many URLs, many markets, batched tool calls”: public list pages, detail pages, search results, localised public surfaces—usually needing geo targeting + rotation + usage billing.
Billing is by GB: on-site list price is about $0.40/GB; the large fixed 100 TB pack (100,000 GB) is about $0.20/GB (whole pack only; 1 TB = 1,000 GB)—see GB vs IP billing. Console pricing always wins.
Using static IP/month to “let the agent sweep public pages every day” usually mismatches both the billing unit and the egress behaviour: you need rotatable exits and traffic, not a default monthly fixed identity. Start at dynamic residential and pricing.
Rotation vs task-level sticky vs static
Multi-URL / batch sampling (main path): use a rotating dynamic pool plus country/region targeting. Do not keep sticky on for “one hundred public URLs”—that turns a sampling job into a fake fixed identity and can concentrate rate limits on one exit.
Single-task multi-step chains (tool-call chain / search → list → detail): use a short sticky session so the exit stays stable while the chain completes. Sticky parameters and available duration are defined in the console—this page does not invent default minute values. Deep dive: sticky session vs static IP.
Static by IP·month (minority path): only when the same project truly needs a subscription-stable authorised exit identity (for example a long-lived, low-frequency public intel pipe with an explicit fixed-IP requirement). Put that slice on static residential; keep day-to-day agent public sampling on dynamic; split the configs.
Sticky sessions are not monthly static IPs and cannot replace fixed identities used for authorised store logins. Do not force dynamic traffic into long-lived logins, and do not use it for farming, multi-account evasion, or login-wall bypass. Frame: rotating vs static.
Tables: pick by agent task
Task matrix
| Task type | Prefer | Why | ZTProxy entry |
|---|---|---|---|
| Multi-URL / multi-market public batch sampling | Dynamic rotation + geo | Need rotation, targeting, usage billing | Dynamic |
| Single tool-call chain / multi-step page walk | Dynamic + short sticky | Same exit for a short chain | Dynamic; session params in console; see sticky guide |
| Scheduled public SKU price/stock checks | Dynamic rotation (other scene page) | Object is product cards, not generic agent orchestration | Price monitoring |
| Category / competitive / public-intel sampling | Dynamic rotation; sticky for one page walk | Broader intel surface, not one agent framework | Market research |
| Long-lived authorised research exit (rare) | Static by IP | Stable exit for the subscription term | Static |
| Still unsure of the big class | Read selection guides first | Avoid duplicating whole guides here | Rotating vs static · How to choose |
Boundaries vs neighbouring solutions
| Dimension | AI agents / public web (this page) | Price monitoring (zt-05) | Market research (zt-52) |
|---|---|---|---|
| What you buy | Targetable residential egress + (rotation primary / task sticky) + traffic for agent orchestration | Rotating residential egress + traffic | Targetable residential egress + (rotation / short sticky) + traffic |
| Billing | Mostly by GB | By GB | By GB |
| Object / orchestration | Multi-step public browsing, tool-call chains, batched sampling | Public SKU price / stock | Multi-market public retail/search/listing/pricing intel sampling |
| Easy failure modes | Treating proxies as a crawl-success promise; treating sticky as monthly static; login-wall bypass | Forcing static into high-volume price jobs | Forcing static monthly into multi-market scans; promising research accuracy/full coverage |
| ZTProxy entry | Dynamic · this page | Price monitoring | Market research |
Prices and capabilities follow the console. These tables are not crawl-success, coverage, legal, or business-outcome promises.
Compliance boundaries (hard)
- Authorised public pages only—not a licence to scrape everything or ignore site rules.
- Respect robots.txt, site Terms, and your counsel’s authorisation; control concurrency, retries, and rate.
- No account farming, login-wall bypass, unauthorised access, credential attacks, or fraud—see the AUP.
- No promise of crawl success rates, unblock SLAs, full-site coverage, or “never rate-limited.” Proxies provide egress, not target-site outcome guarantees.
- Region: ZTProxy proxy products do not support use in mainland China—see the Terms.
- Buyer diligence overview: residential proxy compliance (not legal advice; escalate material projects to your own counsel).
How to integrate (engineering pointers)
- Create a dynamic product and set region/session parameters in the console (field names and examples follow the console and docs—this article does not paste private credential samples).
- Read the quickstart and API documentation (Chinese docs live under `/docs/quickstart` and `/docs/api`).
- Attach the exit to your HTTP client, browser automation, or agent tool layer; choose rotation or short sticky per task.
- Validate on a small authorised public path before raising concurrency—scale is not a success-rate promise.
Note: the documentation entry is `/docs/en/api`, not `/en/api` (the bare `/api` routes currently 404).
How to read pricing
- Dynamic: about $0.40/GB; 100 TB pack about $0.20/GB (indivisible)
- Static: shared about $1.50 / IP·month; dedicated about $5 / IP·month
- Payments: USDT / USDC OK; Visa / Mastercard applying / pending
- Console and back office always win—see pricing
Residential only (no ISP / mobile SKUs). Do not look for invented `/products/*agent*` or `/products/*ai*` paths—scenarios live under solutions; products are only dynamic / static.
Pre-order checklist
- Write down the use case: authorised public pages only; robots/ToS reviewed; counsel engaged for material risk.
- Read the AUP; confirm mainland China is out of scope.
- Confirm orchestration: batch sampling → rotation; single multi-step task → short sticky; long-lived fixed identity (rare) → separate static.
- Open dynamic / static if needed → pricing → verify price and inventory in the console.
- Integrate via quickstart and API.
- If the real job is SKU price checks or broader intel sampling: price monitoring · market research.
FAQ
What residential proxies should AI agents use for public-web work?
Prefer dynamic residential by GB when you need geo targeting, rotation, and usage billing. Add short sticky only for single-task multi-step chains. Do not default to monthly static unless the team explicitly needs a subscription-stable exit.
When should I rotate versus open a task-level sticky session?
Use rotation for multi-URL / multi-market batches. Use short sticky for one tool-call chain or a full search→list→detail walk. Sticky parameters follow the console; sticky ≠ static. See the sticky guide.
Should agents default to static IPs?
Usually no. Static fits a minority of long-lived authorised-exit needs; day-to-day public sampling and agent batches stay on dynamic. See rotating vs static and static products.
How is this different from price monitoring or market research?
Price monitoring focuses on public SKU price/stock. Market research focuses on multi-market public intel sampling. This page focuses on egress selection (session and rotation) under agent/automation orchestration. All three can use dynamic-by-GB, but the reader questions differ.
Do you guarantee crawl success rates or that we will not be blocked?
No. This page does not promise crawl success rates, unblock SLAs, full coverage, or business outcomes. Proxies provide egress; target results depend on authorisation, rate, page structure, and site controls.
Can we bypass login walls or farm accounts with residential proxies?
No. Only authorised publicly reachable paths. No login-wall bypass, account farming, unauthorised access, or fraud. See the AUP.
Is this an MCP / SDK “agent product”? How does it differ from vertical agent infrastructure?
No. This page explains how ZTProxy’s generic residential egress serves agent public-web browsing or sampling. It does not replace MCP/SDK or vertical agent-platform products (including NexaLayer-style MCP narratives). Choose dynamic or short sticky at the egress layer either way.
Can we use this in mainland China? Where are docs and pricing?
No—mainland China use is not supported. Read the quickstart and API docs; pricing pointers are on pricing, and the console wins.
ZTProxy proxy products do not support use in mainland China.
Next steps
- Use the task table: batch rotation / task sticky / whether static is truly required.
- Open the AUP and, if needed, compliance guide.
- Dynamic residential → pricing → verify in the console.
- Quickstart · API docs.
- Neighbouring scenes: price monitoring · market research; more on Solutions.
- Selection frame: how to choose · rotating vs static · sticky vs static.
Still unsure? On-site support or [email protected]. Authorised public pages only; respect robots/ToS; no login-wall bypass; no crawl-success promises; mainland China not supported; residential only; sticky ≠ static; price and inventory follow back office and console.