Vendor docs reviewed Nov 2, 2026 · Not hands-on tested # AI tools for account research Compare workspaces that research and draft with services that supply research or extracted pages to your assistant. Choose who researches and who writes. Clay and Lindy offer a workspace for both. Context.dev, Exa, and Firecrawl supply research or extracted pages to an assistant, which assembles the brief and writes the draft. That division is a handoff, not a measure of research quality. This shortlist compares five routes to that job using vendor documentation checked on November 2, 2026. We have not run a product trial. The capability notes describe documented behavior; they do not rank research accuracy or writing quality. ## Choose what you want to set up Start with Clay or Lindy if you want a workspace that can research and draft. Consider Exa, Context.dev, or Firecrawl if you already have an assistant and want to add a particular research step. Those tools need a host to assemble the final draft. Where do you want to do the work? 5 of 5 options shown in cards and comparison ### Workspaces Research and drafting in a shared workflow. #### Clay A GTM workspace Docs indicate fit for research and drafting across an account list. Verify sources, the selected plan, and connected actions. **Setup**: Workspace **Pricing**: Actions + Data Credits Judge it on **Supported briefs**: Unscored **Draft usefulness**: Unscored **Review time**: Unscored Measure these in your trial. Setup & pricing Getting started Create a Clay workspace and define the fields to research. Sending and CRM sync add their own setup and plan requirements. How costs work Actions plus Data Credits. The reviewed pricing page contains conflicting starting prices; confirm your plan before buying. [Check vendor pricing](https://www.clay.com/pricing) Sources (3) - [https://www.clay.com/claygent](https://www.clay.com/claygent) Reviewed 2026-11-02 - [https://university.clay.com/docs/sequencer-faqs-and-best-practices](https://university.clay.com/docs/sequencer-faqs-and-best-practices) Reviewed 2026-11-02 - [https://www.clay.com/pricing](https://www.clay.com/pricing) Reviewed 2026-11-02 #### Lindy An assistant across your tools Docs indicate fit for research and replies across connected tools. Check source evidence and approval settings. **Setup**: Connected tools **Pricing**: Seats + usage credits Judge it on **Supported briefs**: Unscored **Draft usefulness**: Unscored **Review time**: Unscored Measure these in your trial. Setup & pricing Getting started Create a Lindy account. Connect only the tools needed for the task; mailbox and CRM access are additional decisions. How costs work Active-user seats plus usage credits. Credit consumption varies with the task; a seat price is not a price per account brief. [Check vendor pricing](https://www.lindy.ai/pricing)[Catalog entry](https://www.agentlist.io/systems/lindy) Sources (3) - [https://docs.lindy.ai/](https://docs.lindy.ai/) Reviewed 2026-11-02 - [https://www.lindy.ai/pricing](https://www.lindy.ai/pricing) Reviewed 2026-11-02 - [https://www.lindy.ai/hire/sales-development-rep](https://www.lindy.ai/hire/sales-development-rep) Reviewed 2026-11-02 ### Tools for your assistant Add a research step. Your assistant assembles the result. #### Context.dev Web and company research for your assistant Docs describe search, company and profile lookups, and structured answers. Leave profile and contact lookups unused for this brief. Answers returns a shared URL list, not per-field citations. Page reads may be up to 30 days old in Fast or 7 days in Ultra. Confirm the host exposes Answers. **Setup**: Assistant + sign-in **Pricing**: Credits + overage Judge it on **Claim support**: Unscored **Facts recovered**: Unscored **Freshness**: Unscored **Usage cost**: Unscored Measure these in your trial. Setup & pricing Getting started Connect a compatible assistant to the hosted MCP server and sign in with OAuth, or use an API-key header where OAuth is unavailable. Calls use your account credits. Check the tools exposed by your host; Answers API access does not establish that Answers is available through that host’s MCP connection. How costs work Monthly credits, with paid overage or top-ups. Answers costs 10 credits in Fast or 100 in Ultra, the default, on success; partial results can also be charged. Other operations and the host add separate usage. [Check vendor pricing](https://docs.context.dev/account/credits) Sources (4) - [https://docs.context.dev/answers/overview](https://docs.context.dev/answers/overview) Reviewed 2026-11-02 - [https://docs.context.dev/answers/sources-and-deadlines](https://docs.context.dev/answers/sources-and-deadlines) Reviewed 2026-11-02 - [https://docs.context.dev/introduction](https://docs.context.dev/introduction) Reviewed 2026-11-02 - [https://docs.context.dev/account/credits](https://docs.context.dev/account/credits) Reviewed 2026-11-02 #### Exa Research for your assistant Docs indicate fit for adding web research to your assistant. Your host assembles the brief and writes outreach. **Setup**: Assistant + access **Pricing**: Usage credits Judge it on **Claim support**: Unscored **Facts recovered**: Unscored **Freshness**: Unscored **Usage cost**: Unscored Measure these in your trial. Setup & pricing Getting started Connect Exa to a compatible assistant through MCP. Keyless access covers search and fetch; Agent research needs sign-in or an API key. How costs work Usage credits for requests and Agent effort. The assistant and optional connected data providers can add separate costs. [Check vendor pricing](https://exa.ai/pricing)[Catalog entry](https://www.agentlist.io/systems/exa) Sources (3) - [https://exa.ai/docs/get-started/exa-mcp](https://exa.ai/docs/get-started/exa-mcp) Reviewed 2026-11-02 - [https://exa.ai/docs/agent/quickstart](https://exa.ai/docs/agent/quickstart) Reviewed 2026-11-02 - [https://exa.ai/pricing](https://exa.ai/pricing) Reviewed 2026-11-02 #### Firecrawl Web extraction for your assistant Docs indicate fit for extracting company pages into reusable fields. Your host links facts to sources and writes the brief. **Setup**: Assistant + access **Pricing**: Plan credits Judge it on **Field accuracy**: Unscored **Failure handling**: Unscored **Usage cost**: Unscored Measure these in your trial. Setup & pricing Getting started Connect a compatible assistant through MCP. Keyless access covers limited search, scrape, and parse; broader tools require authentication. How costs work Plan credits, with different costs for search, scraping, and structured output. Agent usage has dynamic credit pricing. [Check vendor pricing](https://www.firecrawl.dev/pricing) Sources (2) - [https://docs.firecrawl.dev/mcp-server/tools](https://docs.firecrawl.dev/mcp-server/tools) Reviewed 2026-11-02 - [https://www.firecrawl.dev/pricing](https://www.firecrawl.dev/pricing) Reviewed 2026-11-02 ### Where each tool hands off These are workflow boundaries, not quality scores. Select a capability to read its source. - Documented - Conditional - Your assistant - Not established - Outside this tool - [How to judge](#how-to-judge-each-tool) Not established means the reviewed sources leave an open question, not that a feature is absent. #### Clay Workspace **01 Research the account**: Claygent research Documented Claygent researches the web and fills custom data points for your accounts. Reviewed 2026-11-02 [Read source](https://www.clay.com/claygent) **02 Return research sources**: Verify field sources Not established A reasoning trace is documented. A returned source-URL list for the research answer was not established in the reviewed pages. Reviewed 2026-11-02 [Read source](https://www.clay.com/claygent) **03 Prepare a draft**: In the workspace Documented Clay shows Claygent generating personalized email copy from research. This is a vendor example, not our output test. Reviewed 2026-11-02 [Read source](https://www.clay.com/claygent) #### Lindy Workspace **01 Research the account**: Account context Documented Lindy’s docs say a Slack mention can research a question and update a CRM. The sales-role page’s outreach and HubSpot scenes are illustrations, not a specification or our test results. Reviewed 2026-11-02 [Read source](https://docs.lindy.ai/) **02 Return research sources**: Verify answer sources Not established The pages reviewed did not establish returned source URLs with an account-research answer. This does not mean the feature is absent. Reviewed 2026-11-02 [Read source](https://docs.lindy.ai/) **03 Prepare a draft**: In the assistant Documented Draft replies are documented product behavior. Draft quality has not been tested here. Reviewed 2026-11-02 [Read source](https://www.lindy.ai/pricing) #### Context.dev Tool for your assistant **01 Research the account**: Search and Answers Documented The Answers API researches a task with company and profile lookups, web search, and page reads, returning structured JSON. A supplied domain or URL focuses its research. Keep profile and contact lookups unused for this brief. Reviewed 2026-11-02 [Read source](https://docs.context.dev/answers/overview) **02 Return research sources**: Returned source list Documented Answers lists pages and company or profile records read, plus URLs cited in json\_content. Snippet-only search results appear only when json\_content cites them. This is not a field-by-field citation map or proof that every claim is supported. Cached reads may be reused. Reviewed 2026-11-02 [Read source](https://docs.context.dev/answers/sources-and-deadlines) **03 Prepare a draft**: Your assistant writes Your assistant The reviewed interfaces supply research and web data. The host assembles the account brief and writes the outreach draft. Reviewed 2026-11-02 [Read source](https://docs.context.dev/introduction) #### Exa Tool for your assistant **01 Research the account**: Search and Agent Documented Search and fetch tools return web content. Authenticated Agent runs can return findings and structured output. Reviewed 2026-11-02 [Read source](https://exa.ai/docs/get-started/exa-mcp) **02 Return research sources**: Grounding when emitted Conditional Agent documents an authoritative grounding object when emitted. Inspect the actual run; this is not a promise that every field is cited. Reviewed 2026-11-02 [Read source](https://exa.ai/docs/agent/quickstart) **03 Prepare a draft**: Your assistant writes Your assistant Exa supplies research. The host assistant must turn it into an outreach draft. Reviewed 2026-11-02 [Read source](https://exa.ai/docs/get-started/exa-mcp) #### Firecrawl Tool for your assistant **01 Research the account**: Search and extraction Documented Tools search, scrape, and crawl pages. JSON scrape extracts structured fields; Agent handles tasks whose pages are not yet known. Reviewed 2026-11-02 [Read source](https://docs.firecrawl.dev/mcp-server/tools) **02 Return research sources**: Link facts in the host Your assistant Page URLs and extracted content are inputs to your brief. The host must preserve source links and check that each fact is supported. Reviewed 2026-11-02 [Read source](https://docs.firecrawl.dev/mcp-server/tools) **03 Prepare a draft**: Your assistant writes Your assistant The reviewed tools extract and research web content; the host supplies the outreach-writing step. Reviewed 2026-11-02 [Read source](https://docs.firecrawl.dev/mcp-server/tools) “Your assistant” describes a handoff. Research and extraction tools do not need to write outreach, send email, or update a CRM to do their own jobs well. ### How to read the workflow map The map describes documented behavior and handoffs, with no points or overall ranking. Options are grouped by role and sorted alphabetically. **Documented**: The reviewed source describes the stage as part of the product or interface. **Conditional**: The stage is documented but depends on a plan, account, integration, or run condition described in its cell. **Your assistant**: The host supplies this stage. This is a division of work, not a deduction. **Not established**: The reviewed sources do not establish the capability. This is an open question, not proof of absence. **Outside this tool**: The reviewed interface leaves the stage to another product or workflow. Sources means source information returned with the research answer, such as a URL list or grounding object. Raw page extraction still needs a host to assemble a sourced brief. Neither establishes citations for every claim or verifies the claims. Documentation reviewed 2026-11-02. Downstream integrations (optional) Check these only if your workspace needs to act on the result. They are outside the research trial and are not criteria for the research tools. #### Clay Send the email Clay Sequencer uses Smartlead infrastructure. Plan and mailbox requirements apply; a mandatory approval for every send was not established. [Source](https://university.clay.com/docs/sequencer-faqs-and-best-practices) Update the CRM The pricing comparison lists CRM auto-sync on Growth. Check your CRM and selected plan. [Source](https://www.clay.com/pricing) #### Lindy Send the email The pricing FAQ says externally visible actions such as sending email wait for approval. Check the connected account and workspace settings. [Source](https://www.lindy.ai/pricing) Update the CRM The sales-role page names HubSpot and Salesforce and illustrates CRM updates. Confirm the actions and approval settings for your CRM; illustrated completions do not establish that an update runs without approval. [Source](https://www.lindy.ai/hire/sales-development-rep) ### How to judge each tool Compare tools within their role. Quality is not measured yet, and there is no overall score. These are the scorecards we would use in a trial, with each result shown separately. **Workspaces Clay · Lindy**: Source-supported briefs, draft usefulness (0–3), and time spent reviewing and correcting the result. **Research services Context.dev · Exa**: Supported claims / claims checked, relevant facts recovered, source freshness, and tool usage charges recorded separately from host charges. **Extraction tools Firecrawl**: Correct fields / expected fields on known pages, handling of missing or unreadable pages, and recorded usage charges. Draft usefulness: 0 = unusable; 1 = substantial rewrite; 2 = minor edits; 3 = usable as written for the task. A draft made by an assistant and a connected tool is assessed as that complete setup; its writing score does not belong to the research tool alone. ## Give your shortlist the same small job Use the downloaded brief. It asks for five account facts, each with a direct source URL, a short supporting excerpt, and source and access dates, plus one unsent draft of at most 120 words. Excerpts may total no more than 25 words from any one source page across the whole answer. Evidence is limited to the company’s own site and official subdomains; unknowns stay visible. The brief does not test Clay’s data marketplace, contact finding, or open-web prospecting. Use it to compare sourced briefs and unsent drafts. Check enrichment and sending separately. 1. **Check the facts.** Open every cited page. Count how many claims the sources actually support, and keep missing facts visible. 2. **Count your work.** Record setup, corrections, review time, and usage charges separately. Do not turn a monthly subscription into an invented cost per brief. 3. **Compare with what you already have.** If you add Exa to an assistant, run the same brief in that assistant without Exa as well. That shows what the added research tool changed. [Download the task brief](https://www.agentlist.io/studies/account-research-brief.txt) or [download the blank scorecard](https://www.agentlist.io/studies/account-research-scorecard.csv). Both are reusable templates, not completed study results. The blank scorecard uses Claude Desktop as a placeholder host for a later comparison. If you try this yourself, name the assistant and model you actually use and keep them the same in the tool row and the baseline row. For a first full-workflow trial, we would test Clay, Lindy, and an assistant with Exa against the same assistant on its own. Context.dev offers another research component to evaluate; check which Answers features your chosen host can access before substituting it into the trial. Firecrawl fits a separate extraction check: give it known source pages and inspect the fields it returns. This is an editorial test plan, not a finding that one product performs better. ## What would change your decision? If your team already likes its assistant, a research tool may be enough. If the work needs to live in a shared account list or connected team workflow, trial the workspace as well. In either case, choose based on a brief your team would use and the corrections needed to get there. If your workflow needs sending or CRM updates, check the optional downstream integrations section. These are separate requirements for a workspace, not measures of a research tool’s quality. Keep them outside the first research trial. For a broader evaluation process, see [how to evaluate an agent](https://www.agentlist.io/learn/guides/evaluate-an-agent). For the difference between an assistant and its connected tools, see [connecting agent tools](https://www.agentlist.io/learn/guides/connect-agent-tools). ## Take the fieldbook into your next task. Ten practical chapters, fillable worksheets, and offline exercises. Choose an agent, give it a clear job, and evaluate the result. [Get the free ebook](https://www.agentlist.io/ebook?from=ai-account-research-tools) --- Source: [AI tools for account research | agentlist.io](https://www.agentlist.io/articles/ai-account-research-tools). This is the public page rendered as Markdown; interactive controls require the website.