Rapidflare Forge

Grounded AI for complex product work

Forge gives your teams the power of autonomous AI, grounded in your company's products, customers, technical knowledge, and competitive context.

  • Grounded in Product Intelligence
  • Built for multi-step work
  • Finished deliverables
Tuesday · 4:52 PMInbox
PDF RFP, Coastal Rail transit upgrade. 214 requirements, response due Friday.
Answer this from our catalog. Flag anything we cannot meet.
RFP_CoastalRail.pdf Spec sheets · SharePoint Compliance matrix · Drive
Forge, overnight
·Read 214 requirements across 40 pages
·Matched 186 to products in the catalog
·Drafted responses, cited to spec sheets
·!Flagged 3 requirements we cannot meet
Wednesday · 9:04 AM
DOCX RFP_response_draft.docx
214 responses · 3 flagged for your call
Ready for review

Two days early, and the only work left is the three calls that need you.

What is Forge?

Rapidflare's AI environment for complex, open-ended work

Unlike an AI Agent built to perform one defined workflow, Forge can work across files, research, data, code, and multiple steps to take a task from an initial goal to a finished deliverable.

And because Forge is built on Rapidflare Product Intelligence, its work can be grounded in your company's actual products, technical documentation, applications, customers, and competitive knowledge.

General-purpose AI starts with a prompt.
Forge starts with your Product Intelligence.

From answers to outcomes

Where most AI tools stop at an answer, Forge keeps going until the work is done

Compare our portfolio against these five competitors and build the battlecard.
Here is a summary of the five competitors and how your products compare on the main specifications…
A chat assistant stops here. The work is yours again.
Forge keeps going
Built the spec-by-spec comparison, 5 competitors, 38 parts
Drafted positioning for the two segments you win
Assembled the battlecard in your deck template
PPTX
battlecard_Q3.pptx
14 slides, grounded in your catalog and the five competitors

An answer is the first tenth of the work.

Not just answer the next question.

Do the work.

What can Forge do?

Turn Product Intelligence into finished work

01

Research & competitive analysis

Go beyond a single product comparison. Forge can research competitors, evaluate product portfolios, analyze applications and positioning, and bring internal product knowledge together with external information.

Internal knowledge and external research, in the same pass.
  • Analyze a competitor's product portfolio
  • Build detailed competitive comparisons
  • Identify product positioning opportunities
  • Research target markets and applications
  • Create competitive battlecards
How Forge runs it

Research competitors → compare products → analyze technical differences → identify positioning → build the battlecard

Research the industrial robotics market. Where do we fit?
6 competitor sites 2 market reports Your catalog, 4,100 SKUs
Findings
Three segments, two underserved on isolation-rated parts
Your 200A line beats the field on operating range
Nobody bundles certification docs with the quote. You can.

Weeks of tabs, distilled into the three things worth acting on.

02

Presentations & sales materials

Turn product knowledge, technical information, customer context, and research into finished sales and enablement materials.

The deck starts at slide twelve, not slide zero.
  • Customer presentations
  • Prospecting decks
  • Product launch decks
  • Competitive presentations
  • Executive briefings
  • Sales enablement materials
How Forge runs it

Research the account → understand the application → match relevant products → find supporting evidence → create the presentation

A deck for the Meridian visit. They care about uptime.
Why MeridianAccount research
Uptime storyCase studies
Fit, by lineYour catalog
ProofCertifications
PPTXmeridian_visit.pptx12 slides, in your template

Slide one is the only one you still write yourself.

03

Channel enablement & training

Create materials that help distributors, resellers, field teams, and partners understand and sell complex products.

Your best explanation, teachable at channel scale.
  • Product training guides
  • FAE enablement materials
  • Distributor playbooks
  • Step-by-step technical guides
  • Product family training
  • Partner-specific content
How Forge runs it

Understand the product family → identify selection criteria → structure the training → produce the final material

Teach our distributors to sell the 700 series.
Training guide · 700 series
01What it is, in the customer's words
02The three questions that qualify a fit
03Spec answers, with the source to cite
04When to escalate, and to whom
Ready for 120 reseller reps, in their portal

Your best explanation, teachable at channel scale.

04

Personalized GTM content

Create relevant outreach and sales content using actual product fit rather than generic personalization.

Personalized by product fit, not by first name.
  • Account-specific outreach
  • Event and tradeshow campaigns
  • Prospect research
  • Product-specific messaging
  • Account-specific value propositions
  • Sales prospecting materials
How Forge runs it

Research the account → map product fit → draft the message → tailor it per account

Outreach for the tradeshow list. Make it about their build, not our pitch.
Meridian ControlsLeads with the isolation-rated line their robots need
Coastal RailOpens on the 105°C rating their enclosures demand
NorthwindCites the cross-reference from the part they use today

Personalized by product fit, not by first name.

05

Product & technical content

Turn trusted product knowledge into content without starting every project from a blank page.

Never a blank page, and never an uncited claim.
  • Product positioning
  • Launch content
  • Technical comparisons
  • Press materials
  • Product briefs
  • Internal documentation
How Forge runs it

Pull the trusted facts → structure the piece → draft with citations → hand off for review

Product brief · RF-8420Draft
Datasheet
Approved positioning
Case study

Never a blank page, and never an uncited claim.

06

Code & integrations

Work from your real technical documentation to create code and workflows connected to your systems.

Written against your documentation, tested before you see it.
  • API integrations
  • Scripts
  • Data workflows
  • Internal tools
  • Product-data utilities
  • Workflow automation
How Forge runs it

Read your documentation → write the integration → test against real data → deliver working code

Sync stock levels from NetSuite to the partner portal, hourly.
sync_stock.py
# reads your NetSuite API docs, v2024.2
def sync_hourly():
  items = netsuite.stock("all")
  portal.update(items, key="sku")
Test run: 4,112 SKUs synced, 0 errors

Written against your documentation, tested before you see it.

The difference is grounded autonomy

Powerful AI is useful, and powerful AI that knows your products is more useful

General-purpose AI can create impressive work. But when the task depends on technical specifications, product relationships, competitive positioning, internal knowledge, or customer-specific context, generic output is not enough.

Forge combines autonomous AI capabilities with your company's Product Intelligence. That means the work it produces can be grounded in:

Your product catalog
Technical specifications
Datasheets
Product relationships
Applications and use cases
Competitive information
Internal documentation
Customer-specific context

Forge doesn't just know how to do the work.
It has the product context required to do the work well.

How does Forge work?

From objective to deliverable

1

Give Forge an objective

Start with the work you want completed, not a sequence of individual prompts.

2

Forge works across the task

Forge can break complex objectives into multiple steps and work across the information required to complete them, all as part of the same workflow.

ResearchFilesProduct knowledgeAnalysisContentCode
3

Product Intelligence keeps the work grounded

Forge has access to the same trusted Product Intelligence that powers Rapidflare, so the work reflects what your company sells, supports, and knows, rather than relying solely on general model knowledge.

4

Get a finished deliverable

The outcome isn't another chat response. It can be the thing you needed.

A presentationA competitive analysisA training guideA campaignA spreadsheetCode
Forge vs. AI Agents

Two ways to put Product Intelligence to work

AI Agents

For repeatable workflows

Use AI Agents when the job is known and happens repeatedly.

  • Help a customer select a product
  • Answer a technical support question
  • Cross-reference a competitor part
  • Generate a proposal
  • Help a distributor navigate the catalog

Defined workflow → repeatable experience

Explore AI Agents →
Forge

For complex, open-ended work

Use Forge when the objective is clear, but getting there requires research, reasoning, creation, tools, and multiple steps.

  • Research an entire competitive category
  • Create a customized customer presentation
  • Build channel training materials
  • Analyze a new market
  • Create code against your APIs
  • Execute a multi-stage GTM project

Defined objective → autonomous execution

Built for teams, not just individual productivity

Forge brings Product Intelligence into the work performed across your organization

Sales

Create account research, presentations, competitive materials, and prospect-specific content.

Product marketing

Research markets, build positioning, create launches, and turn technical product knowledge into campaigns.

Field application engineers

Create technical materials, analyze applications, and build customer-specific enablement.

Channel teams

Generate distributor training, reseller materials, and partner-specific product guidance.

Customer success

Analyze requirements, build customer materials, support proposals, and turn technical knowledge into usable deliverables.

Why Forge for complex technical products?

Generic AI becomes less reliable as product complexity increases

A semiconductor, security, electronics, or industrial technology company may need an AI system to reason across thousands of products, technical specifications, applications, documentation, and competitive relationships before it can create useful work. That context is what Rapidflare already understands.

Product Intelligence gives Forge the facts. Forge turns those facts into work.

FAQ

Frequently asked questions

What is Rapidflare Forge?

Forge is Rapidflare's AI environment for complex, multi-step work. It combines autonomous AI capabilities with Rapidflare Product Intelligence so teams can research, analyze, create, and execute using trusted company and product knowledge.

How is Forge different from a general-purpose AI assistant?

General-purpose AI primarily works from the information provided in a conversation and its general model knowledge. Forge is designed to work across multi-step tasks while using Rapidflare Product Intelligence to ground the work in your company's products, technical documentation, applications, and other trusted knowledge.

How is Forge different from Rapidflare AI Agents?

AI Agents are designed around repeatable product workflows such as product selection, technical support, and cross-reference. Forge is designed for open-ended objectives where the path to the outcome can involve multiple steps, tools, research, analysis, and creation.

What can Forge create?

Forge can support work including presentations, competitive analysis, product and sales content, channel training materials, research, technical documentation, code, API integrations, and other complex deliverables.

Who is Forge built for?

Forge is designed for teams working with complex product knowledge, including sales, product marketing, field application engineering, channel, customer success, and other technical or go-to-market organizations.

Give your teams AI that knows your products

Bring the flexibility of autonomous AI together with the trusted Product Intelligence behind your company

From research to analysis to finished work.

See Forge in action