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Industry: B2B SaaS & Product

AI chatbots for B2B SaaS & product companies

In-app help bots that know your docs AND user context. Sales assistants that answer pricing + comparison questions on your marketing site. Enterprise onboarding walkthroughs. Built by the team that ships 6+ SaaS products of our own to production.

40-60%
Support ticket drop
2-3x
Docs engagement
6+
Own SaaS products live
Flat
Pricing — no per-ticket fees
The SaaS Support Problem

Users don't read docs. Your team answers the same 20 questions daily.

Your docs site has all the answers, but users skim past it and open a ticket. Your engineers spend 30 minutes writing what's already on page 4 of the guide. Your CSMs get stuck explaining the same integration flow across 15 enterprise accounts.

An in-app AI assistant that reads your docs, sees the user's current state, and can answer with citations back to the source page — that's what stops the same tickets from repeating. And unlike Intercom Fin or Zendesk AI, you pay a flat monthly cost instead of per-resolution fees.

Proof of work

We run this stack in our own 6+ SaaS products

Dcomply (compliance OS), Fluxeta (creator OS), VakeelSaathi (legal OS), RealZent (brokerage OS), SignupDesk (event registration), Dpublish (digital publishing) — all have in-app AI assistants running on the same RAG architecture we'll deploy for you.

See our products
Chatbot Patterns for SaaS

Six patterns we ship for B2B SaaS teams

In-App Help Assistant

Sits in your product, knows your docs + the user's current state (page, feature, plan). Answers "how do I do X?" with steps specific to their setup, not generic.

40-60% ticket reduction

Sales & Pricing Assistant

On your marketing site. Answers pricing tiers, feature comparisons, integration questions, ROI estimates. Books demo slots for qualified leads directly on your team calendar.

2-3x lift on landing-page conversion

Enterprise Onboarding Bot

Walks new enterprise accounts through setup — SSO configuration, IAM setup, first integration, admin roles. Reduces onboarding time from weeks to days.

Faster time-to-value

Developer Docs Chatbot

For API-first SaaS. Devs ask "how do I authenticate?" or "what's the rate limit for X endpoint?" — bot answers with code examples from your actual SDK docs.

Higher API adoption

Internal Support Bot

Your CSMs and support team ask questions like "how does feature X handle multi-tenant?" — bot answers from internal engineering docs, past resolved tickets, and runbooks.

Faster CSM onboarding

Slack / Teams Bot

Bring the same assistant into your customer's Slack workspace or Microsoft Teams. Enterprise customers love in-Slack help without leaving their flow.

Higher stickiness for enterprise

Curious what this would look like inside your product?

15-min call — you tell us your docs stack, ticket volume, top pain areas. We come back with a working prototype scope + fixed price in 48 hours.

Book Free 15-min Call
Custom Build vs Off-the-Shelf

When to build custom vs use Intercom Fin / Zendesk AI

Off-the-shelf makes sense at low volume or when deeply committed to one platform. Custom wins on flexibility, cost at scale, and product depth.

Capability Intercom Fin / Zendesk AI Custom Build (us)
Setup time Days 6-9 weeks
Pricing model Per resolution ($0.99+) Flat monthly
Break-even point Best under 500 resolutions/mo Best above 500-1000 resolutions/mo
Model choice / control Vendor-locked Any LLM (GPT / Claude / Llama)
Deployment options Vendor cloud only Your VPC, on-prem, or hybrid
In-app product-state awareness Limited Full (reads user context)
Multi-channel (Slack, WhatsApp, in-app) Add-on cost Included
Data privacy for enterprise Vendor T&C Full control (zero-data-retention, on-prem option)

Rule of thumb: below ~500 monthly resolutions, Intercom Fin is cheaper. Above that, custom pays back in 4-8 months and gives you 3x the flexibility.

SaaS Stack Integrations

Fits into your existing tools

Docs Sources

GitBook · Docusaurus · Mintlify · ReadMe · Notion · Confluence · Custom Markdown

Support Platforms

Intercom · Zendesk · Freshdesk · HelpScout · Front · Crisp · Custom CRM

Delivery Channels

In-app widget · Slack · MS Teams · WhatsApp · Discord · Email · API endpoint

Analytics & CRM

HubSpot · Salesforce · Segment · Amplitude · Mixpanel · Pipedrive · Attio
Process & Pricing

6-9 weeks. Fixed pricing per phase.

Week 1
Discovery

Look at your docs stack, ticket volume, support platform, top pain areas. Written feasibility.

Free
Weeks 2-3
Prototype

Working bot on your docs + top 3 support flows. Your team tests it against real tickets from last month.

₹1.5-3 L
Weeks 4-8
Full Build

Full docs + in-app + sales + onboarding + admin panel + evals + deployment + monitoring.

₹6-15 L
Ongoing
Managed Ops

Docs re-indexing on push, model costs, quality evals, cost monitoring, patches. Flat monthly, no per-resolution fees.

From ₹40k/mo
FAQ

Questions SaaS founders ask on every call

Yes. We ingest from your docs site (GitBook, Docusaurus, Mintlify, ReadMe, Notion, custom), your Intercom help center, or your public API. Any change to docs auto-triggers re-indexing (weekly by default, or on-webhook if your docs system supports it). Past-resolved tickets from Zendesk/Freshdesk can also feed the retrieval index.

Intercom Fin and Zendesk AI are great if you're already deep in their ecosystem and okay with per-resolution pricing ($0.99+ per resolution). Custom-built gives you: (1) flat pricing, no per-resolution costs, (2) full control over the model and prompts, (3) deploy anywhere (in-app, WhatsApp, Slack, standalone), (4) integrate with your product state (not just help docs). Break-even usually around 500-1000 monthly resolutions.

Yes. In-app assistants that know both your product docs AND the user's current state (page, feature, subscription tier) are our highest-conversion deployment. User asks "how do I export this report?" — bot answers with steps specific to their current view + their plan's actual capabilities. Requires read-only API access to your product's user context.

Yes. A sales-focused chatbot on your marketing site answers pricing questions, feature comparisons, integration availability, and "do you support X?" queries. It qualifies leads with 3-5 questions (company size, use case, timeline), scores them, and books demo slots directly on your team's calendar. Feeds hot leads to your CRM with full conversation transcript.

Prototype: ₹1.5-3 lakh (2-3 weeks). Full build with in-app + sales + onboarding: ₹6-15 lakh (4-6 weeks). Managed ops from ₹40,000/month including model API costs (typically ₹8-25k depending on volume), docs re-indexing, quality evals, cost monitoring. For high-volume SaaS, custom pricing based on request volume.

Yes. Deployment options: (1) your AWS/Azure/GCP with our managed setup, (2) full self-hosted with Llama/Mistral for teams with strict data policies, (3) hybrid — retrieval on-prem, generation via zero-data-retention cloud LLM. Every enterprise SaaS deal has different constraints; we design for them from Week 1.
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Related capabilities & proof

Stop paying $0.99 per resolution

Book a 15-min call. Tell us your docs stack, ticket volume, top pain areas. We come back with prototype scope + fixed price in 48 hours.

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