Coding & Building

# Keep coding agents in the present

Models are trained on a snapshot, but software ships every day. Parallel grounds your coding agent in the web's live docs, and lets every app built on your platform research and monitor the web out of the box.

[Start building for freeP](https://platform.parallel.ai/)[\[Start building for freeP\](https://platform.parallel.ai/)](https://platform.parallel.ai/)[Contact usC](https://contact.parallel.ai/)[\[Contact usC\](https://contact.parallel.ai/)](https://contact.parallel.ai/)

Trusted by

* Amp
* Macroscope
* Greptile
* Rocket

Use Cases

## Ground every builder & coding agent with the live web

Search, review, generate, and ship against the live web

### Live code & library search

Replace brittle in-house web search with one call. Get ranked, current sources for any library, framework, or error, from official docs to the GitHub issue or Stack Overflow thread where the fix actually lives.

[Run a SearchS](https://platform.parallel.ai/play/search)[\[Run a SearchS\](https://platform.parallel.ai/play/search)](https://platform.parallel.ai/play/search)

### Code review grounded in live docs

Check changes against current library references, deprecated APIs, and standards, not the model's stale memory, with clean extracted text the model can quote word-for-word.

[Create a TaskT](https://platform.parallel.ai/play)[\[Create a TaskT\](https://platform.parallel.ai/play)](https://platform.parallel.ai/play)

### Generate apps on current libraries

App builders scaffold against live library references, APIs, and version changes, so the apps your users generate run on what's current, not on deprecated methods the model learned in training.

[Run a SearchS](https://platform.parallel.ai/play/search)[\[Run a SearchS\](https://platform.parallel.ai/play/search)](https://platform.parallel.ai/play/search)[Create a TaskT](https://platform.parallel.ai/play)[\[Create a TaskT\](https://platform.parallel.ai/play)](https://platform.parallel.ai/play)

### Add research & monitoring to your app builder

Let every app built on your platform search, research, and monitor the web out of the box, through one integration instead of a retrieval stack each of your users has to wire up themselves.

[Create a TaskT](https://platform.parallel.ai/play)[\[Create a TaskT\](https://platform.parallel.ai/play)](https://platform.parallel.ai/play)[Create a MonitorM](https://platform.parallel.ai/play/monitor)[\[Create a MonitorM\](https://platform.parallel.ai/play/monitor)](https://platform.parallel.ai/play/monitor)

Customer Story

## Macroscope cut false-positive review comments by 55%

Macroscope's code-review AI uses the Task API to verify code against current documentation, making feedback developers actually trust.

> “By grounding reviews in authoritative, up-to-date sources, Macroscope reduces false positives during code review. Developers can trust the feedback, knowing it’s based on the latest and greatest documentation.”

Kayvon Beykpour, CEO, Macroscope

[View case study](/blog/case-study-macroscope)[\[View case study\](https://parallel.ai/blog/case-study-macroscope)](/ai/blog/case-study-macroscope)

Customer Story

## Amp replaced its in-house web search with Parallel

Instead of maintaining a web-search stack of its own, Amp, the coding agent from Sourcegraph, now retrieves through Parallel’s Search API.

> “Parallel’s team was incredibly helpful as we designed how Amp would use their APIs. They get it, and they care.”

Quinn Slack, CEO, Amp

[View case study](/blog/case-study-amp)[\[View case study\](https://parallel.ai/blog/case-study-amp)](/ai/blog/case-study-amp)

Trust

## Built for enterprise, secure by design

Every Parallel output includes the Basis framework, unique to Parallel: calibrated confidence scores, citations, source excerpts, and reasoning traces.

* SOC 2 Type 2
* Zero data retention Available
* HIPAA-ready offering
* GDPR Compliance
* Single sign-on (SSO/SAML)

## Pay for answers, not tokens

Every Parallel API flexes to fit your needs. Dial speed, depth, and cost to what each workflow is worth, set a budget cap, and hold to it. Per-request pricing means you pay for answers, not tokens, so there’s no incentive to burn context and no surprise bill at the end of the month.

[Pricing](/pricing)[\[Pricing\](https://parallel.ai/pricing)](/ai/pricing)

## Start building for free

Get started with our APIs in seconds. Run up to 5,000 requests per month for free.

[API Playground](https://platform.parallel.ai/play)[\[API Playground\](https://platform.parallel.ai/play)](https://platform.parallel.ai/play)[Docs](https://docs.parallel.ai/getting-started/overview#onboard-your-agent)[\[Docs\](https://docs.parallel.ai/getting-started/overview#onboard-your-agent)](https://docs.parallel.ai/getting-started/overview#onboard-your-agent)

Agent onboarding prompt:

Use curl to read parallel.ai/agents.md and perform the setup to install Parallel

Available everywhere you build

* Google Cloud
* OpenRouter
* Vercel
* LangChain
* Supabase
* Google Sheets
* Snowflake
* Gemini
* Hermes Agent
* OpenClaw
* n8n
* MPP

## Where agents find answers

[Start building for free](https://platform.parallel.ai/)[\[Start building for free\](https://platform.parallel.ai/)](https://platform.parallel.ai/)[Contact us](https://contact.parallel.ai/)[\[Contact us\](https://contact.parallel.ai/)](https://contact.parallel.ai/)