Dokko
Dokko reads contracts, manuals, and policies in full, then acts in your tools.
If your team lives in dense contracts or regulatory docs, Dokko's full-document reading and citation-backed answers are a genuine step up from fragment-based tools. Pricing is transparent with meters and overage caps—good for budgeting—but Skills/Agents are still in early access, so trial on real workloads. Recommended for legal, compliance, and support teams needing defensible AI.
Verified 3d ago · liveness 81/100 · cite: rightaichoice.com/tools/dokko
- Legal teams reviewing contracts and regulatory documents with cross-references
- Compliance teams needing auditable, citation-backed AI for regulated work
- Technical documentation teams managing manuals and knowledge bases
- Customer support teams deploying branded AI chat widgets on websites
- Casual users wanting quick Q&A over a handful of simple documents
- Teams that need a free tier or self-hosted open-source solution
- Users who require native mobile or desktop apps
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Skip Dokko if you need a free tier, native mobile/desktop apps, or fixed pricing without usage meters.
Going past 7,000 pages on Starter adds $0.03 per page, which can add up if you ingest large legacy archives.
Dokko's transparent metered pricing fits small-to-mid teams needing predictable budgets—Starter at $99/mo beats enterprise platforms like Glean (typically custom, higher). Cheaper than specialized legal AI but more than generic chat tools like ChatGPT (which lacks document depth).
In short
Dokko — Dokko reads contracts, manuals, and policies in full, then acts in your tools. Best for Legal teams reviewing contracts and regulatory documents with cross-references, Compliance teams needing auditable, citation-backed AI for regulated work, Technical documentation teams managing manuals and knowledge bases. Plans from $99/mo.
What's new in Dokko
Checked yesterdayAcross the latest 4 updates: 4 feature updates.
v3.6.0: Footer disclaimer text, login form redesign
Added optional disclaimer text to chat widget footers; redesigned login and forgot password forms with organization input on top.
v3.5.0: New Relic monitoring, crawler fixes
Added New Relic integration, debug logs for DB queries, Docker config updates, increased DB pool size, and crawler improvements.
v3.4.0: Markdown for agent runs, QA chat improvements
Agent Run Page now supports Markdown; improved message log modal responsiveness; fixed infinite retry loop and random language switching.
v3.3.0: Agent-as-Tool, SSE support in MCP servers
Introduced Agent-as-Tool support, SSE in MCP servers, date/time context in agent sessions; improved crawler config and fixed several bugs.
What people actually say about Dokko — is it worth it?
We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.
27 mentions across 2 sources (YouTube, Product Hunt) · researched Aug 6, 2026.
- +Reads entire documents including tables, charts, and diagrams.
- +Cross-document retrieval with citations to source exactly.
- +Integrates with Slack, Jira, Zendesk for in-tool actions.
- +Confidence-based escalation to humans prevents silent failures.
- +Multi-model support with BYOK offers flexibility.
- −No community evidence of real-world effectiveness.
- −Lack of independent reviews makes trust hard to build.
- −Enterprise focus may alienate small business users.
- −Setup complexity with multiple models and integrations.
- −Cost adds up with page, token, and tool action meters.
- • Overage charges on pages, tokens, and tool actions
- • Advanced parser may cost extra per page
- • Premium models may incur additional fees
Viability Score
How well maintained and how widely used is Dokko? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this
Last calculated: September 2026
How we score →Key Features
- Full-document reading (multimodal: text, tables, charts, diagrams)
- Cross-document retrieval across knowledge bases
- Document-level citations on every answer
- Skills: in-conversation actions tied to knowledge base
- Agents: multi-step workflows via MCP, OpenAPI, Composio
- Agent-as-Tool support (v3.3.0)
- Server-Sent Events (SSE) in MCP servers (v3.3.0)
- Confidence-based escalation to humans via Slack or Zendesk
- Multi-model support (Claude, GPT, Gemini, Llama, Nova) with BYOK
- Customizable chat widget with branding and dark mode
- Role-based access for internal teams
- Usage meters with overage caps and monthly ceiling
- Import preview showing page count and cost before processing
- Standard and Premium parsers (Premium for dense documents)
- Per-model token multiplier for predictable budgeting
About Dokko
Dokko is a document AI platform built for teams that need reliable answers from complex, cross-referenced documents—contracts, manuals, policies, regulatory filings. Unlike generic AI tools that slice documents into fragments, Dokko reads every document in full, including tables, charts, and diagrams, using a vision-capable model. It then answers with document-level citations and can take action via Skills (in-conversation tasks) and Agents (multi-step workflows). Dokko targets legal, compliance, technical documentation, and customer support teams in regulated industries. It deploys two ways: an internal assistant with role-based access per team, and a customer-facing chat widget embeddable with one script tag, fully branded. Key features include cross-document retrieval, confidence-based escalation to humans via Slack or Zendesk, multi-model support (Claude, GPT, Gemini, Llama, Nova) with BYOK, and transparent metered pricing. Recent updates include Agent-as-Tool support, SSE in MCP, Markdown rendering for agent runs (v3.4.0), New Relic monitoring (v3.5.0), and footer disclaimer text for widgets (v3.6.0). Compared to ChatGPT (which doesn't know your contracts), NotebookLM (single-user), or Glean (lacks document depth), Dokko is purpose-built for production document AI where documents are the product.
Behind the Verdict
Dokko fills a real gap for teams that can't afford 'almost right' answers. Unlike ChatGPT or NotebookLM, it reads entire documents including tables and diagrams, and it cites sources with every answer. That alone makes it worth a look for legal, compliance, and technical documentation teams. Where it really shines is acting on those answers. Skills and Agents let you draft notices, file tickets, or escalate to humans when confidence dips. But note: Skills and Agents are still in early access. They work today, but expect rough edges as the product matures. Pricing is refreshingly honest: three meters (pages, tokens, tool actions) with allowances and overage caps you control. You'll never get a surprise invoice. But it's not cheap — Starter is $99/mo and you'll pay more for Premium parsing or extra usage. There's no free tier, so you'll want to use the 14-day trial to test on your real documents. If you need a free, self-hosted option or a simple Q&A over a few files, look elsewhere. But if your documents are the product, Dokko is a strong contender. It's not the cheapest, but it's built for the job.
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Real-world workflow fit
Concrete scenarios for the personas Dokko actually fits — and what changes day-one when you adopt it.
Needs to answer contract questions quickly during due diligence.
Outcome: Uploads contracts, asks cross-document questions about indemnification clauses, receives citation-backed answers in seconds, drafts termination notices via Skills.
Wants to reduce ticket deflection by embedding an AI assistant on the help site.
Outcome: Embeds branded chat widget with one script tag, configures confidence-based escalation to Zendesk, sees a drop in repetitive queries.
Needs to audit answers from policy documents for regulated filings.
Outcome: Uses standard parser to index policies, relies on document-level citations to verify every answer, uses role-based access to control who can query.
Use Cases
- Index 4,200 pages of underwriting manuals and case decisions to answer risk precedent questions in 90 seconds.
- Draft a contract termination notice and route it to legal review via Slack and Jira.
- Answer cross-document indemnity questions across all supplier contracts in one query.
- Embed a branded chat widget on your support page that cites source documents.
- Escalate ambiguous customer queries to a human through Zendesk with full conversation context.
Models Under the Hood
as of 2026-09-02
Limitations
- Dokko's full-document reading uses a vision-capable model, but the specific model names are not listed on the current site.
- Usage is metered with page, token, and tool action allowances; exceeding them pauses ingestion or requires opting into overage.
- The free trial is 14 days, and Pro and Enterprise tiers offer higher allowances and support.
as of 2026-08-24
Verification history
We have re-verified Dokko 7 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-checked, vendor evidence unchanged
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
Showing the 6 most recent of 7 verification passes.
Free to cite with attribution — this page re-verifies continuously.
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Plans compared
For each published Dokko tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.
Starter
$99/mo
Ideal for
Small teams indexing their first knowledge base, like a 5-person legal ops group testing AI on a few thousand contract pages.
What this tier adds
Starting tier: 7,000 pages, 10M tokens (model-scaled), 500 tool actions, standard parser, customer-facing embed included, email support with 48h response.
Pro
$199/mo
Ideal for
Teams running production document AI with higher volume—support teams embedding widgets or compliance teams auditing policies across 20K pages.
What this tier adds
Adds 20,000 pages (up from 7,000), 20M tokens, 1,000 tool actions, opt-in Premium parser for dense docs, email+chat support with 8h response.
Enterprise
Custom
Ideal for
Regulated industries or large corpora (e.g., financial services) needing custom allowances, Premium parser by default, BAA, and dedicated VPC deployment.
What this tier adds
Custom page/token/action allowances, Premium parser default, BAA available, dedicated support contact, and dedicated VPC deployment option.
Where the pricing makes sense
The company stage and team size where Dokko's pricing actually pencils out — and where peers do it cheaper.
Dokko's transparent metered pricing fits small-to-mid teams needing predictable budgets—Starter at $99/mo beats enterprise platforms like Glean (typically custom, higher). Cheaper than specialized legal AI but more than generic chat tools like ChatGPT (which lacks document depth).
Setup time & first value
How long it actually takes to get something useful out of Dokko — broken out by persona, not the marketing-page minute.
Most teams ship their first production deployment within a week: drag-and-drop upload, import preview, ask a question in minutes. Embedding the widget takes one script tag. Internal use is immediate via dashboard link.
Switching to or from Dokko
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From Notion or Confluence: export docs to PDF/Word and upload directly to Dokko's knowledge base.
- →From SharePoint: download files or sync via web crawler to index pages.
- →From generic ChatGPT/NotebookLM: upload your existing file set and set up retrieval ranking per KB.
- ↗To Glean: export your knowledge base files and use Glean's connectors for internal docs.
- ↗To Compliance.ai: archive Dokko chat logs and citation data for audit trails.
Integrations
Resources & Guides
Tutorials & Learning
Official links
Tools that pair well with Dokko
Common stack mates teams adopt alongside Dokko, with the specific reason each pairing earns its keep.
Featured Head-to-Head Comparisons
Dokko vs Surge Ai
Choose Dokko if you need a production-ready document AI that reads full contracts, cites sources, and takes actions across tools like Slack and Jira. Choose Surge AI if you're building or evaluating frontier models and need expert human feedback for RLHF, red teaming, or rigorous benchmarking on complex tasks.
Dokko vs Praktika
If you're an intermediate language learner who wants mobile speaking practice with instant feedback, Praktika's AI tutors are a solid pick. But if you need to analyze complex contracts or technical documents with citations and workflow automation, Dokko is purpose-built for that—though it lacks a free tier. Choose based on your domain: conversation or documentation.
Dokko vs Turnitin
Choose Dokko if your team needs to extract answers from complex, cross-referenced documents (contracts, manuals) and automate workflows via Slack/Jira. Choose Turnitin if you're an institution requiring plagiarism detection, grading tools, and exam security. They serve entirely different use cases — pick based on whether you need enterprise document AI or academic integrity.
Dokko vs Semantic Scholar
If you need to dissect dense contracts or compliance documents with cross-references and then act on them via tools like Slack, Dokko is the specialized choice—though it costs. If you're a researcher hunting for scientific papers for free, Semantic Scholar is unbeatable. Pick by workflow, not by hype.
Alternatives to Dokko
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