Tony Wang10 min readBest Perplexity Sonar Alternatives in 2026 (After the Sept 27 Retirement)
Sonar chat completions support ended Sept 27, 2026. Compare Perplexity's own Agent API and Search API with Exa, You.com, Linkup, Valyu, Parallel, and Crawlora.
If your app calls Perplexity's Sonar API, the deadline has passed: Perplexity announced that Sonar chat completions would retire on September 27, 2026, and pointed developers at the Agent API. This guide covers what changed, whether you need to leave Perplexity at all, and which alternatives fit which job, including where Crawlora honestly does and does not belong.
What happened to Sonar
| Date | What happened |
|---|---|
| Aug 13, 2026 | Perplexity published its Agent API announcement and set September 27 as the date the Sonar tiers retire, as reported in a third-party review of the announcement. |
| Sep 10, 2026 | A Perplexity staff member posted on the developer forum that "the Sonar chat completions endpoint will retire on September 27" and that developers must move to the Agent API responses endpoint. |
| Sep 27, 2026 | Sonar chat completions support ended. Per Perplexity's migration guide, synchronous and streaming requests keep working through automatic reformulation, while asynchronous requests need a manual move to background mode. |
| After Sep 27 | Reports are mixed. One open-source project documented its /chat/completions call to sonar-pro failing with HTTP 403 agent_api_migration_required, while the migration guide describes older calls as still working. Test your own account rather than assuming either. |
Perplexity's guide maps the four Sonar tiers onto the Agent API presets fast, low, medium and high. Write-ups disagree on the exact pairing for Sonar Pro, so read the table in the migration guide before you pin a preset.
Do you actually need to leave Perplexity?
Probably not, if your reason is only the retirement. The Agent API returns web-grounded answers with built-in citations in one call, which is what most Sonar users wanted, and the migration is mechanical:
modelbecomespreset.messagesbecomesinput, and system guidance moves toinstructions.- The response is no longer
choices[0].message. It is a typedoutputarray with onemessageitem for the answer and onesearch_resultsitem for the sources, so citation parsing code has to change. - Cost modeling changes. Sonar charged per million tokens plus a per-request fee of $5 to $14 per 1,000 requests depending on search context size. The Agent API charges model tokens plus tool calls, so a fixed cost per query no longer holds.
Look at alternatives when:
- You want a different cost shape. Per-request pricing from a search-first API is easier to forecast than model tokens plus tool fees.
- You want to pick the model. Sonar bundled the model. If you want your own LLM over retrieved results, you need a retrieval layer, not an answer engine.
- You need raw results or exact positions. Neither Sonar nor the Agent API is a ranked SERP.
- You want to reduce single-vendor risk. A retirement on 45 days' notice is a fair reason to keep a second source warm.
What to look for in a Sonar alternative
- Output shape: a finished cited answer (Sonar, Exa Answer, You.com Research), ranked results for your own model (Perplexity Search API, Exa, Crawlora), or both?
- Who picks the model: bundled with the product, or yours?
- Price unit: per request (Exa, You.com, Linkup, Parallel), model tokens plus tool calls (Perplexity Agent API), or credits (Crawlora). Compare the product you call most.
- Free allowance: Exa $10 a month, You.com $100 credit and 100 searches a day, Linkup 4,000 queries to start, Parallel 5,000 requests a month, Crawlora 2,000 credits a month.
- Citations: where sources appear in the response, and whether your parser needs to change.
- Structured sources: does any of your workload need records from known platforms, where a documented endpoint beats parsing a written answer?
The best Perplexity Sonar alternatives in 2026
Prices below are the per-request figures listed on each vendor's pricing page at the end of September 2026. Compare them on your own call mix, since the units differ.
| Option | Type | Price signal | Free to start | Best for |
|---|---|---|---|---|
| Crawlora | Structured data and SERP JSON | Credits per endpoint call | 2,000 credits/month, no card | Your own model over raw search results and platform records |
| Perplexity Agent API | Answer engine (official successor) | Tokens plus $0.0025 per web search | Per Perplexity | Keeping Sonar behavior with minimal change |
| Perplexity Search API | Raw ranked results | $5 per 1,000 standard, $1 per 1,000 fast | Per Perplexity | Raw results from the same vendor |
| Exa | Neural search plus Answer | $7 per 1,000 search, $5 per 1,000 answers | $10/month | Semantic discovery and cited answers |
| You.com | Agent-native APIs | Search $5 per 1,000, Research from $12 per 1,000 | $100 credit | Cheap research calls, finance vertical |
| Linkup | Search for AI | $0.005 to $0.006 per search | 4,000 queries | Predictable per-request search with enterprise controls |
| Valyu | Search with specialist data | Web $1.50 per 1,000, Answer adds $12 per million tokens | Usage-based | arXiv, PubMed and financial data alongside web |
| Parallel AI | Agent-native suite | Search $1 to $5 per 1,000 | 5,000 requests/month | Monitoring and bulk entity enrichment |
1. Crawlora: the data layer, not the answer layer
Crawlora does not write answers. It returns normalized JSON from documented platforms, including Brave, Bing, DuckDuckGo and Yahoo search with literal result positions, billed at a fixed credit weight per call and only on success. That is a different layer from Sonar: you retrieve, then your own model reasons and cites. In exchange you get control over the model, the prompt, and what gets stored, and you can mix web results with records from sources Sonar never returned, such as maps, marketplaces, app stores and reviews.
curl -s -G "https://api.crawlora.net/api/v1/brave/search" \
-H "x-api-key: $CRAWLORA_API_KEY" \
--data-urlencode "q=perplexity sonar alternatives" \
--data-urlencode "count=5"
A real response (fields trimmed to the ones below; the response also carries discussions, videos, related_queries and pagination):
{
"code": 200,
"msg": "OK",
"data": {
"results": [
{
"position": 2,
"title": "Perplexity Sonar Alternatives for Developers (2026) - DEV Community",
"url": "https://dev.to/valyuai/perplexity-sonar-alternatives-for-developers-2026-8j3",
"hostname": "dev.to"
}
]
}
}
Feeding that to a model of your choice is a few lines. The ask_llm function is a placeholder for whichever model you use:
import os, requests
def search(q, n=5):
r = requests.get(
"https://api.crawlora.net/api/v1/brave/search",
headers={"x-api-key": os.environ["CRAWLORA_API_KEY"]},
params={"q": q, "count": n},
timeout=60,
)
r.raise_for_status()
return r.json()["data"]["results"]
def answer(question):
sources = search(question)
context = "\n".join(
f"[{i}] {s['title']} - {s['url']}\n{s['description']}"
for i, s in enumerate(sources, 1)
)
prompt = f"Answer using only these sources and cite them as [n].\n\n{context}\n\nQ: {question}"
return ask_llm(prompt) # your model, your prompt, your cost control
When to choose it: you want to own retrieval and the model, you need rank-accurate SERPs or platform records, or you want a second data source beside whichever answer engine you keep. See Crawlora vs Perplexity Sonar. If you want a finished cited answer in one call, pick one of the answer engines below.
2. Perplexity Agent API (and Search API): the official path
The Agent API gives web-grounded answers with citations in one call and also exposes third-party models with web search tools and presets. Tool calls are priced separately: web search $0.0025, URL fetch $0.0005, people and finance search $0.005 each. The Search API is the right pick if you only used Sonar to get sources, since it returns raw ranked results at $5 per 1,000 standard requests or $1 per 1,000 for fast search.
When to choose it: you want the least migration effort and are happy with Perplexity's answer quality. Its limit is the cost model, which now depends on tokens and tool use rather than one flat per-query figure.
3. Exa: semantic search plus a cheap Answer endpoint
Exa ranks by meaning, and its Answer endpoint returns a cited answer at $5 per 1,000 requests, with standard search at $7 per 1,000 and deep search at $12 to $15 per 1,000. It also offers find-similar and monitoring. See Exa alternatives.
When to choose it: you want a Sonar-style cited answer at a predictable per-request price, or semantic discovery beyond keyword search.
4. You.com: shallow research at low cost
You.com prices Search at $5 per 1,000 calls, Contents at $1 per 1,000 pages and Research from $12 per 1,000 calls, with $100 of free credit and a Finance Research API on licensed data. See You.com alternatives.
When to choose it: your research calls are frequent and shallow, or you need cited finance research.
5. Linkup: predictable search with enterprise controls
Linkup charges $0.005 to $0.006 per search and $0.25 to $2.50 per asynchronous Research call, with 4,000 free queries to start, SOC 2 Type II on every plan, and Private Index and bring-your-own-cloud deployment on Enterprise. See Linkup alternatives.
When to choose it: compliance requirements decide, or you want search priced in cents per request.
6. Valyu and Parallel AI: specialist data and agent suites
Valyu adds specialist sources (arXiv and PubMed from $0.50 per 1,000 searches, financial data at $8 per 1,000) beside web search at $1.50 per 1,000, with Answer billed as search plus $12 per million tokens. See Valyu alternatives. Parallel AI covers Search, Extract, Task, Monitor and Find All, with Search from $1 to $5 per 1,000 and 5,000 free requests a month. See Parallel AI alternatives.
When to choose them: Valyu if your questions hit scholarly or financial data; Parallel if you need to watch the web for changes or enrich thousands of entities.
Sonar vs Crawlora: feature by feature
| Perplexity Sonar (retired) / Agent API | Crawlora | |
|---|---|---|
| Product focus | Answer engine: model and search bundled | Structured web data APIs, including normalized search |
| What it returns | A written answer with citations | Normalized JSON: SERP results and platform records |
| Bring your own model | No, the product supplies the model | Yes, any LLM or none |
| Exact SERP positions | Not applicable | Position-accurate search results for rank tracking |
| Coverage beyond web search | General web answers | Maps, social, video, marketplaces, app stores, reviews, finance and more |
| Pricing model | Tokens plus per-call tool fees | Credits, one shared pool, billed only on success |
| Status | Sonar chat completions ended Sept 27, 2026; Agent API is current | Hosted API and hosted MCP at mcp.crawlora.net |
How to choose
- Decide whether the retirement is your only problem. If it is, migrate to the Agent API and keep your vendor.
- If you want the answer written for you, run the same 50 real queries through Exa Answer, You.com Research, Linkup and the Perplexity Agent API, and compare citation quality and cost on that sample.
- If you want your own model, use a search-first API for retrieval. Crawlora, the Perplexity Search API and Exa search all return results you pass to your LLM.
- If any consumer of your data needs literal positions or platform fields, add a structured API for that slice instead of parsing prose.
- Keep a second source. The Sonar retirement gave 45 days of notice, and a thin fallback path is cheaper than a rushed rewrite.
Search JSON and platform records for your own model
Normalized Brave, Bing, DuckDuckGo and Yahoo search plus 1,000+ structured platform endpoints, a fixed credit per call, billed only on success. 2,000 free credits a month, no card.
Next steps
Run one of your real queries through the free SERP checker to see the ranked results Crawlora returns, then compare them with what your answer engine cites for the same question. The platform catalog lists every source with a documented endpoint, and the hosted MCP server exposes them as tools an agent can call beside Perplexity or any other answer engine.
Sources
Related reading
- Exa Alternatives for meaning-based search and the Answer endpoint.
- You.com Alternatives including its Finance Research API.
- Linkup Alternatives for per-request search with enterprise deployment options.
- Valyu Alternatives for scholarly and financial data beside web search.
- Tavily Alternatives for the most common agent-framework search tool.
Frequently asked questions
What happened to the Perplexity Sonar API?
Perplexity ended support for the Sonar chat completions endpoint on September 27, 2026 and named the Agent API (/v1/agent) as the replacement. Its migration guide says synchronous and streaming requests keep working through automatic reformulation while asynchronous requests need a manual move to background mode, and at least one project reported an HTTP 403 agent_api_migration_required error on a sonar-pro call, so test your own account.
What is the best Perplexity Sonar alternative?
It depends on the job. To keep Perplexity, migrate to its Agent API. For a cited answer in one call from another vendor, Exa (Answer), You.com (Research), Linkup or Valyu. For raw results to feed your own model, Perplexity's Search API, Exa search, or Crawlora's normalized search JSON.
Is Crawlora a Perplexity Sonar alternative?
Only partly. Crawlora is a data layer: it returns normalized search JSON and structured platform records, and you run your own model on them. It does not write cited answers, so for a finished answer in one call use an answer engine.
Do I have to leave Perplexity because Sonar was retired?
No. The Agent API is Perplexity's official successor and returns web-grounded answers with citations. Migration is a code change: model becomes preset, messages becomes input, and the choices array becomes a typed output array with separate message and search_results items.
How does the Agent API pricing differ from Sonar?
Sonar charged model tokens plus a per-request fee of $5 to $14 per 1,000 requests depending on search context size. The Agent API charges model tokens plus per-call tool fees, listed as $0.0025 per web search and $0.0005 per URL fetch, so a flat cost per query no longer holds.
Is the Perplexity Search API affected by the Sonar retirement?
Perplexity's API overview lists the Search API as a current, separate product that returns raw ranked results, priced at $5 per 1,000 standard requests and $1 per 1,000 for fast search. The retirement applies to Sonar chat completions.