We don’t sell you software.
We embed alongside
your deal team.

Twing.AI is a managed AI and data service built for lower and middle-market PE funds. We implement real workflows, tune them to how your firm thinks, and own the last mile — so your team spends time on judgment, not grunt work.

Proven results
93%
Faster CIM first-pass analysis — hours down to minutes
30 days
From kickoff to live workflows in your existing tools
<1 yr
Payback on efficiency gains alone, before investment edge

There’s no shortage of “AI for PE” platforms. Here’s why they keep falling short.

The typical AI vendor

Gives you a login and wishes you luck

Most AI platforms hand you a self-serve tool and expect your team to figure out the rest. Prompts need tuning. Outputs need cleanup. Integrations need building. Your associates become unpaid QA testers — and the tool quietly stops getting used after month two.

Twing.AI

Sits beside your deal team and does the work

We’re not a SaaS product that hopes you’ll adopt it. We’re a technical team embedded in your workflows. We tune prompts to your investment thesis, connect to your systems, and deliver outputs your team actually trusts — because we built them in partnership with your people.

The typical AI vendor

Generic models, generic output

Off-the-shelf platforms produce confident-sounding analysis that nobody trusts. They don’t know your thesis, your sector expertise, or how your partners actually think about deals. The result? Another tool that adds noise instead of cutting through it.

Twing.AI

Institutionalizes how your firm makes decisions

We encode your firm’s deal criteria, sector knowledge, and evaluation methodology into every workflow. When an associate runs a CIM through Twing.AI, the output reflects your partners’ thinking — not a generic model’s best guess.

What We Do

Workflows configured to match how your firm operates

We don’t hand you a platform and hope for the best. We configure AI-driven workflows around your existing processes, tools, and investment methodology.

Deal Sourcing & Enrichment

We pull from company websites, reviews, local market data, news, and traditional providers — then assemble a complete picture that goes far beyond filed documents. Configured to your target sectors and thesis.

Example workflow:Looking at an HVAC roll-up in Texas? We surface which metros have the fastest-growing housing starts, relevant customer sentiment, and which owners are likely approaching retirement — automatically benchmarked against your criteria.

CIM Review & Deal Analysis

New documents arrive in SharePoint or DealCloud. We auto-classify, extract structured data, benchmark against comps, and surface the questions your team should be asking — cutting first-pass review from hours to minutes.

Example workflow:A 100-page CIM arrives at 4pm. By the next morning, a structured analysis is waiting in DealCloud — management gaps flagged, margins trended, EBITDA adjustments questioned, all reflecting your firm’s methodology.

Financial Data Structuring

We stitch together messy VDR data — P&Ls, QuickBooks exports, scattered files across months — into consolidated, model-ready datasets with preliminary analyses already run. Output flows into your existing tools.

Example workflow:60 months of mixed-format P&L data? We consolidate it into a clean dataset and surface customer concentration, retention trends, and revenue variability — ready for your model before you even open Excel.
How We Work

Live in 30 days. Tuned to your firm.

We’re not asking you to change how you work. We plug into your existing process — DealCloud, SharePoint, email — and start delivering value fast.

1

Discovery

We learn your thesis, deal criteria, workflow patterns, and where your team’s time goes.

2

Configure & Connect

We integrate with your tools, encode your methodology, and build tailored analysis pipelines.

3

Embed & Deliver

Outputs flow where your team already works — DealCloud, email, XLSX, PPT. No new tool to learn.

4

Iterate & Compound

We tune continuously based on feedback. Every deal reviewed makes the next one faster and smarter.

In Practice

Where we’re already driving results

Real workflows for real deal teams — not demos or proofs of concept.

Automated Deal Intake

CIMs arrive → structured analysis appears in DealCloud

We listen for new documents in SharePoint or DealCloud, auto-classify them, run our analysis pipeline, and write the structured output directly where your team works. No manual steps, no context switching.

Hours to minutes on initial deal processing
Institutional Memory

Every passed deal becomes future investment edge

Red flags you caught, comps you pulled, sector patterns your VP noticed — Twing.AI captures it all. When a similar deal surfaces, your team starts with compounding knowledge instead of from scratch.

Cross-deal intelligence across years of history
Portfolio Company AI

Bring AI capabilities to your portfolio companies

We serve as an embedded AI operating partner for portcos — automating workflows, cleaning up data footprints, and driving real margin improvement through hands-on technical work.

Practical tech work that cuts costs fast
93%

Faster CIM first-pass analysis

<1 yr

Payback on efficiency alone

30 days

From kickoff to live workflows

Why a Partner, Not a Platform

AI in PE isn’t a software problem. It’s a data and workflow problem.

The firms getting real value from AI aren’t the ones buying SaaS licenses. They’re the ones with people who live and breathe their business implementing it.

Not generic SaaS

We’ve been building for PE workflows for two years. Our solutions are tuned to how buyout funds actually operate — your IC templates, your deal criteria, your sector focus.

We build the last mile

CRM integrations, SharePoint connections, email deliverables, branded exports. We handle the unglamorous work that makes AI actually usable inside your firm.

Dedicated support, not a help desk

You get a named team that knows your workflows, your data, and your people. Not a chatbot and a knowledge base.

We’re honest about AI’s limits

AI can’t make IC decisions or model deals. We tell you that upfront. We focus on where AI excels today — document processing, data structuring, pattern matching — and let your team handle judgment.

Enterprise Security

Flexible deployment, zero compromises

Your data never touches a shared environment. Every deployment is isolated, encrypted, and audit-ready.

Managed Single-Tenant

We run a dedicated instance with your keys in our managed infrastructure. Full isolation, fastest time to value.

In-Tenant Private Cloud

We deploy directly in your AWS account or Azure tenant. Your infrastructure, your rules, our management.

Flexible Configuration

Choose your model providers, set data retention policies, and configure access controls to match your compliance needs.

SOC 2 Type II·AES-256 Encryption·Audit Logs·Enterprise SSO

Stop buying AI tools.
Start working with an AI team.

Join the firms using Twing.AI to turn decades of deal data into compounding investment edge.

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