agentlist

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.

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 or download the blank scorecard. 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. For the difference between an assistant and its connected tools, see connecting agent tools.