How much did AMPAworks raise with this deck?

According to catalogue data from pitchdeckhunt.com, AMPAworks raised $1,400,000 in a Seed round in 2019. Interestingly, the slide deck itself does not include a specific 'Ask' slide or a target raise amount, which suggests the deck may have been used as a teaser or in conjunction with a verbal pitch where the terms were discussed separately.

What is the core technology behind the AMPAworks system?

The system leverages computer vision and deep learning to monitor inventory. As shown on Slide 7, the technology uses a 'Smart shelf' equipped with cameras that can identify specific medication boxes (highlighted with bounding boxes in the software interface) to automate counting and trigger re-ordering when stock hits 'par levels'.

What specific problem does the company solve for hospitals?

AMPAworks targets the inefficiency and waste in hospital supply chains. Slide 4 notes that 10% of surgeries are cancelled due to missing inventory, and Slide 6 cites a $30 billion annual waste figure. The company claims in its self-description to save the average hospital $10 million annually by automating manual counting tasks.

Who are the founders and what is their background?

The team consists of four key members: Bianca Gonzalez, PhD (CEO) with ties to Stanford and Wharton; Flora Chang, PharmD (COO) from Kaiser Permanente and Wharton; John Chou, MD (CSO) from Sutter Health and Johns Hopkins; and Trevor Owens, MEng (Tech Lead) from Autodesk and Berkeley. This provides a balance of clinical, operational, and technical expertise.

What traction did the company have at the time of the pitch?

At the time of this Seed round deck in 2019, AMPAworks reported $4,700 in Monthly Recurring Revenue (MRR). While the absolute dollar amount was low, they demonstrated significant momentum with a 62% Month-over-Month growth rate and logos from major providers like Cedars-Sinai and Dignity Health on Slide 9.

AMPAworks Pitch Deck (2019): 11-Slide Seed Deck

See all 11 slides of the AMPAworks pitch deck — a 2019 Seed deck — with a slide-by-slide teardown of what the deck does well and where it falls short.

AMPAworks raised $1.4 million in 2019 for their computer vision-based hospital inventory system. The deck is remarkably concise, consisting of only 11 slides that move rapidly from problem to solution to traction. It anchors the pitch on a staggering $30 billion waste figure in the U.S. hospital supply chain and validates the product with early revenue ($4,700 MRR) and high-profile logos like Cedars-Sinai and Dignity Health. While the deck lacks a formal 'Ask' slide and detailed unit economics, it compensates with a founding team that possesses deep domain expertise from institutions like Sta…

Key takeaways

The deck identifies a specific, high-stakes problem: 1 in 10 surgeries are cancelled due to unavailable inventory (Slide 4).
It quantifies the total addressable pain point as $30 billion in U.S. hospital supply chain waste (Slide 6).
The solution is presented as a three-pillar system: Smart shelf, Par level alerts, and Auto-Reordering (Slide 7).
Traction is evidenced by $4,700 in Monthly Recurring Revenue (MRR) with 62% Month-over-Month growth (Slide 9).
The company has secured pilot or customer relationships with major health systems including Cedars-Sinai and RWJBarnabas Health (Slide 9).
The founding team features a strong mix of clinical and technical backgrounds from Stanford, Johns Hopkins, and Berkeley (Slide 10).
The deck completely omits a financial 'Ask' slide, leaving the specific funding requirements and use of proceeds unstated.
There is no competitive landscape slide, which assumes the investor is already aware of the 'inefficient' status quo mentioned on Slide 5.

The Lean Approach to Medical IoT

The AMPAworks pitch deck is a study in brevity. At just 11 slides, it avoids the common pitfall of over-explaining the technical nuances of deep learning and computer vision, focusing instead on the operational nightmare of hospital inventory management. In a sector often bogged down by regulatory complexity and long sales cycles, AMPAworks uses this deck to signal that they have a working product, early revenue, and a team that understands the hospital environment from the inside out.

The Hook and the Problem (Slides 1-4)

Slide 1 introduces the company with the clear tagline: Image Recognition for Hospital Inventory . This immediately grounds the investor in the 'what' and the 'where'. Slide 2 is a wordless emotional hook, showing a frustrated medical professional, which leads directly into the core problem statement on Slide 3: Missing inventory delays care . This is a powerful framing because it moves the conversation from 'saving money' to 'saving lives' or at least improving patient outcomes.

Slide 4 provides the critical data point that validates the urgency of the problem. Citing Cardinal Health 2018, it states that 1 in 10 surgeries are cancelled due to unavailable inventory . For a hospital, a cancelled surgery is a massive loss of revenue and a significant risk to patient health. By starting here, AMPAworks ensures the investor understands that this is not a 'nice-to-have' efficiency tool, but a solution to a systemic failure in the operating room.

The Market Opportunity and Current Inefficiency (Slides 5-6)

Slide 5, titled Current inventory solutions are inefficient , uses four icons to represent the status quo: Paper Notes, Spreadsheets, Legacy Software, and Hand Counting Inventory. This slide serves as the 'competitor' slide without naming specific companies, instead attacking the manual processes that dominate the industry. It sets the stage for an automated, high-tech replacement.

Slide 6 delivers the 'Big Number'. It highlights $30B as the U.S. Hospital Waste in Supply Chain, citing Thomas Insights 2018. In seed-stage pitching, investors look for a massive Total Addressable Market (TAM) or a massive problem to solve. A $30 billion waste problem suggests that even a small penetration by AMPAworks could result in a very large business.

The Solution and Product Interface (Slides 7-8)

Slide 7 introduces the AMPAworks Inventory System . It shows a monitor displaying a refrigerator shelf where vaccine boxes are identified by green, red, and yellow bounding boxes—a classic visualization of computer vision at work. The slide lists three core features: Smart shelf , Par level alerts , and Auto-Reordering . This is the first time the deck explains how the technology actually works, and it does so with a single, clear image.

Slide 8 expands on the software side, titled Real-Time Data for Managers . It shows a dashboard (Task Unite) that tracks Staff Utilization and Productivity Metrics and Supply Usage . This slide is important because it shifts the value proposition from just 'counting boxes' to 'providing management insights'. It suggests that the data collected by the cameras can be used to optimize the entire workforce, not just the supply closet.

Traction and Team (Slides 9-10)

Slide 9 is the 'Traction' slide, and it is arguably the most important in the deck. It features a map of the U.S. with dots on both coasts and states $4,700 MRR with 62% MoM Growth . While $4,700 is a modest revenue figure for a seed round, the 62% growth rate indicates rapid adoption. Below the map, the deck displays four heavy-hitting logos: Loomis Basin Equine , Cedars-Sinai , RWJBarnabas Health , and Dignity Health . Securing pilots or contracts with these institutions is a major hurdle in healthcare; seeing them here provides significant de-risking for an investor.

Slide 10 introduces the Founding Team . The credentials here are impeccable for a healthcare startup. The team includes a PhD from Stanford/Wharton (Bianca Gonzalez), a PharmD from Kaiser/Wharton (Flora Chang), an MD from Sutter/Johns Hopkins (John Chou), and a Tech Lead from Autodesk/Berkeley (Trevor Owens). This slide answers the 'Why you?' question by showing a perfect overlap of clinical knowledge, business acumen, and engineering skill.

What Works in This Deck

The primary strength of this deck is its clarity of purpose . It doesn't get lost in the 'how' of the AI. Instead, it focuses on the 'so what?' of the business. By citing specific industry pain points (1 in 10 cancelled surgeries) and backing them up with reputable sources (Cardinal Health), the founders build a logical bridge to their solution. The inclusion of real MRR and high-tier hospital logos on Slide 9 proves that this isn't just a lab project; it’s a commercial product that hospitals are willing to pay for.

What Is Missing

The most glaring omission is a formal 'Ask' slide . The deck ends abruptly with a contact slide (Slide 11) without stating how much capital is being raised, what the valuation is, or how the funds will be allocated. While this information is often handled in person, a deck used for fundraising usually benefits from a slide outlining the milestones the team intends to hit with the new capital.

Additionally, there is no Business Model slide. While Slide 9 mentions MRR, it doesn't explain the pricing structure. Is it a per-camera fee? A per-shelf subscription? A percentage of savings? Investors in the IoT space are often wary of hardware costs, so a slide explaining the unit economics and how they scale would have added significant value. Finally, the Competitive Landscape is ignored. While Slide 5 mentions 'Legacy Software', it doesn't address other emerging computer vision or RFID-based competitors in the hospital space.

What a Founder Should Copy

Founders should emulate the visual simplicity of this deck. Each slide has one job and one message. Slide 6 is just a number. Slide 4 is just a stat. This prevents the 'wall of text' syndrome that kills investor interest. Furthermore, the Team Slide (Slide 10) is a perfect example of how to use logos to validate expertise. Instead of writing long bios, they used the logos of the prestigious institutions where they were trained or worked, which allows an investor to 'scan' their credibility in seconds. Lastly, the use of a real product screenshot on Slide 7 is much more effective than a conceptual diagram; it proves the technology is built and functional.

Final Analysis

AMPAworks successfully raised $1.4 million because they identified a massive, quantifiable inefficiency in a high-value industry and proved they had the team to solve it. The deck is a 'signal' deck—it provides just enough information to prove the opportunity is real and the team is capable, leaving the deeper technical and financial due diligence for the follow-up meeting. For seed-stage founders, this 'less is more' approach is often the most effective way to get that second meeting.

Frequently asked questions

How much did AMPAworks raise with this deck?: According to catalogue data from pitchdeckhunt.com, AMPAworks raised $1,400,000 in a Seed round in 2019. Interestingly, the slide deck itself does not include a specific 'Ask' slide or a target raise amount, which suggests the deck may have been used as a teaser or in conjunction with a verbal pitch where the terms were discussed separately.
What is the core technology behind the AMPAworks system?: The system leverages computer vision and deep learning to monitor inventory. As shown on Slide 7, the technology uses a 'Smart shelf' equipped with cameras that can identify specific medication boxes (highlighted with bounding boxes in the software interface) to automate counting and trigger re-ordering when stock hits 'par levels'.
What specific problem does the company solve for hospitals?: AMPAworks targets the inefficiency and waste in hospital supply chains. Slide 4 notes that 10% of surgeries are cancelled due to missing inventory, and Slide 6 cites a $30 billion annual waste figure. The company claims in its self-description to save the average hospital $10 million annually by automating manual counting tasks.
Who are the founders and what is their background?: The team consists of four key members: Bianca Gonzalez, PhD (CEO) with ties to Stanford and Wharton; Flora Chang, PharmD (COO) from Kaiser Permanente and Wharton; John Chou, MD (CSO) from Sutter Health and Johns Hopkins; and Trevor Owens, MEng (Tech Lead) from Autodesk and Berkeley. This provides a balance of clinical, operational, and technical expertise.
What traction did the company have at the time of the pitch?: At the time of this Seed round deck in 2019, AMPAworks reported $4,700 in Monthly Recurring Revenue (MRR). While the absolute dollar amount was low, they demonstrated significant momentum with a 62% Month-over-Month growth rate and logos from major providers like Cedars-Sinai and Dignity Health on Slide 9.

Cover slide of the AMPAworks pitch deck — Seed 2019 — AMPAworks pitch deck, slide 1 (2019)

AMPAworks pitch deck: the facts

Company: AMPAworks
Year: 2019
Stage: Seed
Slides: 11

AMPAworks pitch deck PDF

The full AMPAworks deck is embedded on this page and can be read slide by slide in the browser — no download or account required. Each slide is covered in the breakdown above.

What the AMPAworks pitch deck was used for

This deck is AMPAworks’ **2019 seed-stage fundraising presentation** for its computer-vision hospital inventory system, catalogued as an 11‑slide deck that helped secure **$1.4M in seed funding**. The company, founded in 2018 by healthcare and engineering professionals, offers smart-shelf AI cameras and software to automate medical inventory and reduce waste in hospitals and clinics. The deck framed AMPAworks as attacking a quantifiable **$30B waste problem** in healthcare supply chains and was used alongside verbal discussions rather than including a detailed “ask” slide.

Business model: AMPAworks provides **AI-enabled smart-shelf camera hardware and software** that automates healthcare inventory tracking and reordering for hospitals, clinics, pharmacies, and medical device supply chains.

Round: Seed
Year: 2019
Investors: Dorm Room Fund, Cedars‑Sinai Accelerator, 500 Startups/500 Global
Founded: 2018
Founders: Bianca L. Gonzalez, Chung-Ih John Chou
Headquarters: Buffalo, New York (1 Seneca Street, 24th Floor).

Raised: Approximately $1,400,000 Seed round in 2019, as reported by pitch deck catalog and teardown sources, plus prior and subsequent funding including accelerator capital and a $1M 43North award.

Industry: Health-tech / medical supply chain; computer-vision-based IoT inventory management for healthcare.

Total funding: At least $1.62M in total funding reported by one tracker, including early pre-seed/seed rounds and subsequent awards (e.g., a $1M prize from 43North).

Use of funds as presented: The 2019 seed round was framed around building and deploying AMPAworks’ smart-shelf AI camera system to reduce hospital supply chain waste, support auto‑reordering, and scale early traction from pilot sites into recurring revenue.

What happened after the AMPAworks deck

Following its 2019 seed fundraising—reported at approximately **$1.4M**—AMPAworks has continued to build and deploy AI‑powered smart-shelf cameras and software for healthcare inventory, securing accelerator support, institutional backers, and competitive funding such as a **$1M 43North award**, and maintaining operations with a headquarters in Buffalo.

Founding of AMPAworks around 2018 with Dr. Bianca Gonzalez as CEO and founder, emerging from a Wharton entrepreneurship
Early institutional and accelerator backing from Dorm Room Fund, Cedars‑Sinai Accelerator, and 500 Startups/500 Global i
Successful use of the 11‑slide deck to raise a catalogued **$1.4M Seed round in 2019** for the AI inventory system.
Winning **$1M in funding from 43North** after pitching at the competition in Buffalo, further anchoring the company’s pr
Continued product development and thought leadership around real‑time inventory tracking in hospitals and clinics, inclu

What the AMPAworks deck got right

Compelling and quantifiable problem framing. AMPAworks identifies a **large, clearly quantified problem**—an estimated $30B in healthcare supply chain waste and canceled surgeries due to missing inventory—and ties it directly to hospital workflows, which resonates strongly with investors focused on big, provable inefficiencies.
Deep domain expertise and multidisciplinary founding team. The founding team combines **clinical experience (nurse practitioner) with business and technical backgrounds**, and sources describe the company as founded by doctors, nurses, and engineers, which reassures investors that the product is grounded in real hospital operations.
Clear, intuitive solution narrative. The deck and related demo‑day materials present a **simple, tangible hardware+software solution**—smart shelves with AI cameras and auto‑reordering—that clearly maps to the problem and is easy for non‑technical investors to understand.
Visible early traction and revenue. Fundraising analyses highlight that AMPAworks showed **early MRR (~$4.7K)** and initial customer traction in the 2019 deck, signaling paying demand even at seed stage and strengthening the story beyond pure concept.
Strong external validation from accelerators and competitions. The company has accumulated **credible external validation** via Dorm Room Fund, Cedars‑Sinai Accelerator, 500 Startups, and a $1M 43North win, which collectively signal strong selection by respected programs and competitions.
Lean, focused deck that emphasizes clarity over complexity. Using a focused 11‑slide deck that avoids clutter, AMPAworks demonstrates that a **lean, clarity‑driven narrative** can still secure meaningful seed funding by emphasizing problem size, solution fit, and team rather than extensive slide count.

What could have been stronger

Lack of a clear funding ask in the deck. External teardown sources note that the **2019 seed deck did not include a dedicated “Ask” slide or target raise amount**, meaning investors had to rely on verbal explanation or separate documents to understand the round size and terms. This weakens the deck’s ability to stand alone and can make diligence slower for new investors seeing the deck out of context.
Top‑down market size with limited visible bottom‑up detail. Available commentary on the 2019 deck states that while AMPAworks highlighted a large **$30B waste figure**, the slides did not break this number down into more granular segments (e.g., by facility type or region) or show bottom‑up validation. That leaves sophisticated investors needing additional data to assess how much of that market AMPAworks can realistically capture.
Limited unit economics and retention metrics shown. The seed deck emphasized early traction via a single **MRR figure (~$4,700)** and qualitative momentum but, according to the teardown, did not show detailed unit economics, churn, or cohort data. For a B2B health‑tech system with hardware and software components, investors typically expect more visibility into margins and payback periods than the deck appears to provide.
Sparse competitive landscape analysis in the visible slides. Commentary on the seed presentation indicates that AMPAworks relied heavily on problem framing and team credibility while offering only a brief glimpse at the competitive landscape. Without clearly documented competitor benchmarks (e.g., traditional inventory systems, other AI camera vendors), investors must infer differentiation from narrative rather than direct comparison.

How an investor would read this deck

What draws attention

Whether AMPAworks’ **AI smart-shelf camera system can be reliably deployed across diverse hospital and clinic environments** (lighting, workflows, shelf configurations) without frequent false readings or heavy customization.
Evidence that the company has converted pilot sites into **repeat, paying customers with multi‑site rollouts**, beyond the early MRR figure cited in the 2019 deck.
The **regulatory, privacy, and data‑security posture** of a camera‑based system operating in clinical environments, especially with respect to patient information and hospital IT requirements.
Proof that AMPAworks can integrate with existing **procurement, ERP, and inventory systems** in healthcare so that automated reordering and analytics fit into current workflows rather than requiring full system replacement.
The extent to which AMPAworks’ founding team, rooted in nursing and clinical operations, has added complementary **commercial, enterprise sales, and hardware manufacturing expertise** as the company scales.

Risks that stand out

Healthcare inventory management is a **crowded and conservative market**, and AMPAworks must displace entrenched manual processes and legacy systems while satisfying hospital IT and compliance requirements, which can elongate sales cycles.
The solution relies on **hardware plus AI software**, creating potential capital intensity and operational complexity in manufacturing, installation, and maintenance, compared to pure‑software health‑tech offerings.
Camera systems in clinical environments raise **privacy and regulatory concerns**; any misstep around data handling or perception of surveillance could slow adoption or trigger scrutiny from compliance teams.
The large **$30B waste figure** cited in the 2019 deck may overstate the immediately addressable market; if AMPAworks cannot demonstrate a clear path to capturing a meaningful share, investors may discount the opportunity size.
Reliance on early accelerator and competition funding (Dorm Room Fund, Cedars‑Sinai Accelerator, 500 Startups, and later 43North) suggests strong validation, but long‑term success will depend on scaling to sustainable commercial revenue beyond grant and prize capital.

Questions this deck invites

What are AMPAworks’ current **deployment numbers** (facilities live, cameras installed, SKUs tracked) compared with the early traction cited in the 2019 deck, and how has MRR grown since then?
How do hospitals and clinics **contract** for AMPAworks (pure SaaS, hardware‑plus‑software bundles, per‑camera or per‑shelf pricing), and what are the resulting gross margins and payback periods?
What specific **integrations** does AMPAworks currently support with major healthcare inventory, EHR, or ERP systems, and how much of the implementation burden falls on the client versus AMPAworks’ team?
What have been the **results of pilot programs** at Cedars‑Sinai, 500‑linked networks, or other reference customers in terms of reduced stock‑outs, canceled surgeries, or measured waste reduction?
How does AMPAworks defend against competitors offering RFID, barcode-based inventory, or other vision systems, and what **IP or data advantages** does its camera+software approach confer?

What founders can take from the AMPAworks deck

A lean deck can still raise a substantial seed round when it **anchors the story in a quantifiable, high‑value pain point**, as AMPAworks did by spotlighting a $30B waste problem and canceled surgeries due to stock‑outs.
Demonstrating even modest **early recurring revenue** (such as the ~$4.7K MRR cited for AMPAworks) can significantly strengthen a health‑tech pitch by proving customer willingness to pay before full market saturation.
For complex B2B products, using **simple visuals** (e.g., demo‑day slides that clearly show smart shelves, auto‑reordering, and the impact on staff utilization) helps investors grasp the solution quickly, enabling the team narrative to carry more weight.
Leaving the funding **“ask” largely verbal** can work when fundraising from warm networks or accelerators, but it reduces the portability of the deck for broader investor outreach; explicitly documenting the round size and use of proceeds strengthens standalone decks.
Founders with deep **domain experience in healthcare operations** (like a nurse practitioner‑turned‑CEO) can credibly sell workflow‑changing products if they connect their personal background to specific inefficiencies, as AMPAworks did through stories of supply chain issues in hospitals.
Participation in **accelerators and competitions** (Cedars‑Sinai, 500 Startups, Dorm Room Fund, 43North) not only provides capital but also social proof; referencing these backers and wins in the deck can materially enhance perceived traction even if total funding is still relatively modest.

AMPAworks pitch deck: common questions

What does AMPAworks do?

AMPAworks is a health‑tech company that builds **AI-powered smart-shelf cameras and software** to automatically track medical supplies, trigger reorders, and provide real‑time inventory visibility for hospitals, clinics, pharmacies, and medical manufacturers.

How much did AMPAworks raise with this pitch deck and when?

The deck catalogued by PitchDeckHunt and analyzed by fundraising sites indicates AMPAworks **raised approximately $1.4M in a Seed round in 2019** using this 11‑slide presentation focused on healthcare inventory waste and early traction. This figure comes from secondary catalogue data, not from a primary funding press release, so it should be treated as an externally reported amount rather than an official filing.

Who founded AMPAworks?

The most consistently cited founder and CEO is **Dr. Bianca L. Gonzalez**, a former nurse practitioner and Wharton MBA who started AMPAworks in business school to solve hospital supply chain issues. Additional leadership profiles list **Chung‑Ih John Chou** as Co‑Founder and Chief Strategy Officer, indicating at least two co‑founders at the company.

Who invested in AMPAworks in its early rounds?

Fundraising narratives and company interviews indicate early institutional backing from **Dorm Room Fund**, **Cedars‑Sinai Accelerator**, and **500 Startups/500 Global**, associated with AMPAworks’ pre‑seed/seed stage and accelerator participation. Later, founder profiles note that the team won **$1M in funding from 43North**, a startup competition based in Buffalo. Precise round-by-round allocations and valuations are not publicly detailed in the sources consulted.

How does AMPAworks’ product work and what problem does it solve?

AMPAworks’ own materials and demo‑day slide decks describe an IoT camera system that mounts on smart shelves, uses **computer vision AI** to monitor stock levels, and connects to software that automates reordering, tracks usage, and surfaces data to reduce delays in care and supply chain waste. Their stated goal is to cut into an estimated **$30B in waste** from poor inventory management and improve staff utilization by removing manual counting and stock‑out problems.