The Migration: Carbon to Truto

An AI agent is only as smart as its training data. DocsBot’s core value depends entirely on keeping knowledge bases continuously synced from where that information naturally lives: Google Drive, Notion, Confluence, Zendesk, and more.

Suddenly, DocsBot found themselves in a high-stakes scramble. Their cloud source connector provider, Carbon, was acquired by Perplexity, leaving DocsBot in the lurch. With their integration infrastructure hanging in the balance, they had exactly 30 days to find and deploy a replacement. 

The Bottleneck

Connecting to dozens of cloud platforms at scale isn't just about authenticating users; it requires a massive, ongoing engineering effort. DocsBot needed a connection layer that could reliably do the heavy lifting:

• Let users select specific folders, pages, or tickets.

• Sync content reliably while handling endless edge cases.

• Keep overall API call usage highly efficient at scale.

• Provide a scalable path to add new integrations rapidly.

DocsBot also faced massive ecosystem friction, particularly the notoriously complex and months-long Google OAuth approval requirements.

Truto Enters the Chat as a Partner, not just an API

DocsBot partnered with Truto not just to restore their cloud connections, but to lay a foundation for rapid expansion. Truto offered 

• a unified connector layer with over 600 supported integrations

• a shared interface pattern across cloud storage, knowledge bases, and helpdesks, and

• fast partner iteration: feature development, debugging, and production support

"Truto didn't just give us an integration layer, they became a partner," noted Aaron Edwards, CEO at DocsBot AI. "They've been hands-on in Slack, shipped features fast, and helped us solve the real-world sync edge cases that show up only in production."

With the partnership, the DocsBot team quickly launched the following integrations in a few days:  

• Google Drive

• Notion

• Confluence

• Microsoft SharePoint

• Zendesk Help Center (Guide)

• Zendesk Tickets

• Help Scout Tickets

• Freshdesk Tickets

How It Works: The Technical Implementation

Truto became the invisible backbone powering multiple "source types" inside DocsBot’s native onboarding flow. Here is how the seamless integration works under the hood:

• Frictionless Content Selection: DocsBot uses Truto's link connection so users can easily authenticate. Truto specifically built native file picker support across providers (like Google Drive and SharePoint), vastly improving usability and reducing selection errors.

• Asynchronous Syncing: When a user creates a source, DocsBot stores the connection reference and triggers a Truto sync job on RapidBridge.

• Automated Ingestion: Upon completion, Truto fires a webhook back to DocsBot. DocsBot then queues the data ingestion, updates the status, and aligns the bot's knowledge base.

• Operational Scale: To keep costs and operations tidy, DocsBot implemented cleanup behaviors for unreferenced integrations. Truto completely supported this by adding caching improvements specifically to lower API call usage for DocsBot.

The Google OAuth Bypass

One of the most significant wins of the partnership was bypassing the bureaucratic nightmare of Google OAuth verification. The standard Google audit is often expensive, slow, and can take months.

Truto went through the entire Google approval process natively. DocsBot was able to seamlessly use Truto's approved OAuth flow, avoiding a costly audit and the typical six-month back-and-forth.

"The Google OAuth approval alone removed months of friction and a significant audit cost," said Aaron at DocsBot. "It let us focus on shipping customer value instead of wrestling compliance bureaucracy."

Custom Engineering for Massive Scale: Truto’s RapidBridge

To handle the sheer volume of enterprise data, Truto went beyond standard API connections and architected a custom, asynchronous ingestion pipeline specifically for DocsBot. 

When a single customer syncs tens of thousands of files simultaneously, relying on individual webhooks would instantly overwhelm the system. Instead, Truto’s RapidBridge processes the data, often converting documents directly into Markdown, and securely uploads it straight into DocsBot’s own Google Cloud Storage (GCS). 

"You guys architected that... so it could be uploaded to our Google Cloud Storage where it'd be secure on our side," explained Aaron Edwards. 

This allows DocsBot to parse, chunk, and ingest massive datasets in parallel without bottlenecking, ensuring high performance regardless of the sync size.

Partnership Highlights: What Made This Successful

DocsBot’s partnership experience with Truto has been a key differentiator. Several factors went beyond “vendor integration” and became true co-development.

Hands-on engineering support

Truto has been consistently available in Slack to:

• Investigate and resolve complex sync edge cases in production

• Debug provider-specific behavior affecting DocsBot customers

• Ship iterative fixes quickly when a customer issue surfaced

Rapid feature development

Examples of Truto-led improvements requested by DocsBot:

• Caching to reduce API call usage and improve efficiency at scale

• Native file picker support across multiple providers (Google Drive, Box, SharePoint, etc.)

The Business Impact: Moving Upmarket

Truto’s infrastructure has directly translated into measurable business impact for DocsBot. By allowing customers to train bots from the systems they already use, DocsBot has dramatically reduced the need for manual data exports.

This translates to:

• Faster time-to-value during user onboarding.

• Higher-quality answers powered by fresher, continuously synced content.

• Better customer support outcomes, including faster ticket resolution.

More importantly, it has supercharged their GTM strategy. As Joshua Dailey, Chief Growth Officer at DocsBot, noted, having this stable, expansive integration layer has allowed DocsBot to confidently move upmarket into the enterprise space, where bespoke integrations and rapid deployments are mandatory to close deals.

"We're moving upmarket where... people are wanting things that are locking in a lot cleaner now," stated Joshua Dailey, Chief Growth Officer at DocsBot. "To be able to provide bespoke care to those larger customers is becoming more and more critical in the AI era. They don't just want generic tools, they need things that actually work for them now. And they expect it a lot faster, and [Truto is] helping us to be able to provide those things faster."

What's Next: The Era of AI Agents

DocsBot and Truto are already aligned on the next frontier. Truto is actively adding tool calling and Model Context Protocol (MCP) support. DocsBot plans to leverage these exact capabilities to launch upcoming agent actions features. 

Soon, DocsBot’s AI won't just answer questions from synced knowledge, it will take structured, scoped actions directly within those external systems.

Quick Links: 

• DocsBot AI - https://docsbot.ai 

• Unified Knowledge Base API (Notion, Confluence) - https://truto.one/docs/api-reference/unified-knowledge-base-api

• Unified Ticketing API (Zendesk, Help Scout) - https://truto.one/docs/api-reference/unified-ticketing-api

• Unified File Storage API (Google Drive, SharePoint) - https://truto.one/docs/api-reference/unified-file-storage-api

• RapidBridge - https://truto.one/docs/guides/rapid-bridge/overview