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GridFlow

The durable engine behind reliable operations.

GridFlow turns every inbound message, email, and webhook into a sequence of AI understanding, business logic, and human approvals — with durability, retries, and a complete replayable history built in. You keep your data and your domain logic. GridFlow runs the workflow.

For investors / the curious: a REST-first durable workflow engine for AI-driven, multi-channel business automation.

The problem it solves

Durable execution, hand-rolled one fragile branch at a time.

Teams handling real inbound traffic — WhatsApp orders, email RFQs, inbound leads — hit the same wall. Every client wants a slightly different flow, so the work turns into one more branch in a growing pile of custom code. The flows need to wait, retry cleanly, and never double-charge or double-send.

One branch per clientFragile hand-rolled retriesRisk of double-charge / double-sendWaiting on humans & payments
The shape that works

GridFlow takes the proven durable-workflow shape and aims it squarely at AI-driven B2B operations.

Visual builders don't ship durability guarantees. Serious workflow engines do — but they're general-purpose infrastructure you operate yourself, and none are built around AI and messaging channels.

What GridFlow does

An engine for inbound, not another builder.

Understands inbound work

First-class AI blocks extract structured data from a messy email, classify intent, and generate a reply — with the cost of every run tracked as real data, not buried in logs.

Talks on your channels

WhatsApp, email (Gmail and Microsoft), and signed webhooks at launch — with new channels added as adapters, not rewrites.

Keeps your domain yours

GridFlow never becomes your system of record. Catalog, inventory, pricing and CRM stay in your systems, exposed as REST endpoints under a signed contract. The engine owns the workflow; you own the business.

See a run replay

Every run is durable, suspendable, and replayable.

This is one real flow shape. Press play, or drag the scrubber to move through the event log — forward and back. Retries are safe to repeat; the flow pauses for a human, then resumes exactly where it left off.

event 1 / 7running
run · rfq_quote · v7running
Inbound received
WhatsApp · "need brake pads for a Swift"
AI understandsAI
Extracted { part: "brake pads", vehicle: "Maruti Swift" }
Business logic
Match catalog · check inventory via your REST endpoint
Retry with backoffdurable
Supplier API timed out → retried, idempotent ✓
Human approvalpaused
Confidence 0.74 < 0.80 → suspended, awaiting review
Approved & sent
Priced quote replied on WhatsApp
Done
Run recorded in append-only, replayable history
Who it's for

B2B distribution, wholesale, and Inventory-led businesses.

If your ops team is drowning in inbound that's almost structured, and your engineers are tired of writing a new orchestration path per client — that's the fit.

A fit when you run
  • WhatsApp as a primary sales channel
  • Email RFQs quoted by hand today
  • A CRM fed by messy, inconsistent inbound leads
Deliberately not for (today)
  • General-purpose "agent platforms"
  • Visual-builder-first teams
  • Real-time sub-100ms use cases
  • Buyers who require SOC 2 / on-prem before they start

We're honest about scope.

Running in production

Three flows it runs today.

GridFlow's first tenant is SourceGrid, a live WhatsApp commerce platform for automotive parts. Three flow patterns run through the engine — same durability guarantees, three very different shapes.

1

WhatsApp commerce

A multi-turn conversation that walks a buyer from "need brake pads for a Swift" through cart, checkout, address, and payment. It tolerates editing, back-navigation, and abandonment — modeled as a durable state machine, not a script.

2

Email RFQ → quote

Read the buyer’s email, match parts against the catalog, check inventory, and reply with a priced quote. When the AI isn’t confident, the flow pauses for a human to review before anything goes out.

3

Email → CRM

Capture an inbound deal, de-duplicate it, and push it into HubSpot, Zoho, or Salesforce. Fire-and-forget, no conversation needed.

What's shipped, what's coming

We don't oversell roadmap as reality.

Shipping in v1 — 16-week build, in progress
  • The three flows above, in production for SourceGrid
  • WhatsApp + email + webhook channels
  • The AI, logic, and HTTP block library
  • The visual editor and run inspector
  • The documented host contract
Deliberately not in v1
  • Parallel / DAG steps
  • Self-serve onboarding
  • Billing integration
  • More channel adapters (Slack / SMS)
  • Formal SOC 2 certification

On the post-launch roadmap — not pretended-present.

Why it's defensible

Anyone can write a workflow loop in a weekend.

What's hard to copy is everything around it.

AI blocks tuned on real B2B traffic

Schema-guided extraction trained against actual RFQ emails and parts enquiries, with the prompts and evals living with us.

Channel adapters that handle the real world

WhatsApp's 24-hour messaging rules and template categories, Gmail and Microsoft Graph push (not brittle IMAP polling), baked in.

Operational multi-tenancy

Per-tenant limits, a real secrets vault, envelope encryption, scoped observability — the unglamorous infrastructure that takes months to get right.

Domain depth

The engine knows what auto-parts and wholesale flows actually look like. Generic agent platforms don’t.

How it compares

An honest look at the alternatives.

We're not ✓ on every row — parallel/DAG steps are a deliberate v1 gap. Here's where GridFlow fits.

CapabilityGridFlowHand-rolledTemporalVisual builders
Durable retries & suspend/resume
Replayable event history
AI extraction & intent blocksDIY
WhatsApp / email channels built-in
Nothing to operate (managed, REST-first)
Versioned flows, no diagram-spaghettiDIY
You keep the system of record
Parallel / DAG stepssoonDIY
built in partialDIY you build it not offered

See GridFlow run your flow.

If you're hand-coding orchestration per client, or standing up Temporal just to get suspend-and-resume, there's a faster path.

team@humanetechnologies.in