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This study guide provides a comprehensive overview of the financial and technical requirements for developing, deploying, and maintaining a WhatsApp AI automation system. It analyzes the one-time development costs, recurring software fees, messaging expenses, and professional service strategies associated with this technology.
1. Short-Answer Quiz
Question 1: What is the estimated total range for the one-time development cost of a WhatsApp AI automation system, and what factors influence this price? Question 2: List the specific tools required for the monthly software stack and their typical combined cost range. Question 3: How does WhatsApp determine the cost of messaging for businesses using its API? Question 4: Describe the three different service packages an agency might offer for development. Question 5: What are the three categories of WhatsApp conversations, and which is the most expensive? Question 6: What specific technical tasks are involved in the “WhatsApp API setup” and “Automation workflow” stages? Question 7: Name three optional add-on features that can be integrated into the system for an additional fee. Question 8: What services are typically included in a monthly maintenance or support contract? Question 9: Why can agencies justify charging between $3,000 and $8,000 for a system that costs significantly less to build? Question 10: What are the estimated monthly costs for the OpenAI API and Airtable within this system architecture?
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2. Answer Key
Answer 1: The estimated one-time development cost ranges from $1,000 to $2,000. This range is determined by the complexity of the project, including hours spent on API setup, workflow automation, AI integration, CRM setup, and appointment scheduling.
Answer 2: The required software stack includes Twilio (WhatsApp API), n8n Cloud, OpenAI API, Airtable, and a scheduling tool like Calendly. The combined monthly cost for these external tools typically ranges from $60 to $150, depending on usage and message volume.
Answer 3: WhatsApp charges on a per-conversation basis rather than per individual message. The specific price per conversation depends on the geographic region and the category of the conversation, such as marketing, utility, or service.
Answer 4: Agencies can package their services into three tiers: a Starter Automation System for approximately $1,200, an Advanced AI Assistant for $1,800, and a Full AI Customer Support System starting at $2,500. These tiers reflect increasing levels of complexity and functional depth.
Answer 5: The three categories are Marketing, Utility, and Service conversations. Marketing conversations are the most expensive, costing between $0.05 and $0.10, while Service conversations are the least expensive at $0.02 to $0.05.
Answer 6: WhatsApp API setup involves roughly 3–4 hours of work at a cost of 150–300. The automation workflow, utilizing tools like n8n or Make, requires 6–8 hours and costs between $300 and $600 to implement.
Answer 7: Optional add-ons include knowledge base AI training for $300, a multi-language chatbot for $200, and an analytics dashboard for $250. Other options include CRM pipeline systems and lead qualification AI.
Answer 8: Monthly maintenance, which typically costs between $100 and $500, includes monitoring automations to ensure they run correctly. It also covers fixing bugs, updating AI prompts to improve performance, and refining workflows.
Answer 9: Agencies can charge higher premiums because the system provides significant value by replacing the need for a human receptionist. The high price point reflects the return on investment for the client rather than just the hourly labor of the developer.
Answer 10: The OpenAI API is estimated to cost between $10 and $50 per month depending on the volume of AI-generated responses. Airtable, used as the CRM system, carries a flat monthly cost of approximately $20.
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3. Essay Questions
The Economic Value of Automation: Analyze how the replacement of a human receptionist with an AI automation system justifies the disparity between development costs (1,000–2,000) and agency retail pricing (3,000–8,000).
Scalability and Variable Costs: Discuss how the cost structure of a WhatsApp AI system changes as message volume increases, specifically referencing API fees and conversation-based pricing.
The Role of Integration in AI Ecosystems: Evaluate the importance of connecting different software tools (n8n, Airtable, OpenAI, and Calendly) to create a cohesive customer service experience.
Maintenance as a Revenue Stream: Explain why ongoing support and maintenance are critical for the longevity of AI automations and how this benefits both the service provider and the client.
Feature Prioritization in AI Development: Compare the utility of “Starter” systems versus “Full Customer Support” systems, detailing which features are essential for a basic setup and which provide advanced competitive advantages.
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4. Glossary of Key Terms
Term
Definition
Airtable
A cloud-based platform used in this system as a CRM to store and manage customer data and lead information.
Automation Workflow
The sequence of programmed steps (using n8n or Make) that routes data between the WhatsApp API, AI, and CRM.
Calendly
An appointment scheduling tool integrated into the system to allow customers to book meetings or services automatically.
CRM (Customer Relationship Management)
A system for managing a company’s interactions with current and potential customers; in this context, powered by Airtable.
Knowledge Base AI Training
An advanced feature where the AI is specifically trained on a client’s unique data to provide more accurate and relevant answers.
Lead Qualification AI
An automated feature designed to evaluate potential customers and determine if they meet specific criteria for a business.
Marketing Conversation
A category of WhatsApp interaction, often used for promotions, that carries the highest per-conversation fee (0.05–0.10).
n8n / Make
Workflow automation tools used to connect various software applications and APIs to create a seamless automated system.
OpenAI API
The interface used to integrate advanced artificial intelligence (such as GPT models) into the WhatsApp chatbot for natural language processing.
Service Conversation
A category of WhatsApp interaction usually initiated by a customer request, carrying the lowest per-conversation fee (0.02–0.05).
Twilio
A cloud communications platform often used to provide the infrastructure for the WhatsApp Business API.
Utility Conversation
A category of WhatsApp interaction related to specific transactions, such as post-purchase notifications or billing, costing 0.03–0.07.
Digital Workforce Services Plc invites its investors and analysts to an Investor Day on Thursday March 19, 2026 at 14-16 EET. Preliminary agenda of the day:
CEO Jussi Vasama will outline the company’s strategic priorities and the key 2026 objectives for its new business areas.
CFO Laura Viita will walk through the company’s financial performance and targets.
Karli Kalpala, Head of Strategy and AI Business, will present the company’s AI strategy, AI agent–driven product portfolio, and related partnerships.
Juha Nieminen, Chief Growth Officer of Healthcare business area, will discuss the healthcare automation market, growth outlook, and recent customer implementations.
The event takes place in Flik Studio Eliel, Sanoma House (address: Töölönlahdenkatu 2), and coffee will be served to participants before the program begins.
Participants attending on-site are kindly asked to register by Tuesday, 17 March 2026 via email to address finance@digitalworkforce.com.
The event will be held in English.
In addition to the on-site event, the session will be streamed live as a webcast starting at 14:00 EET. Participants will have the opportunity to submit questions to the speakers via the webcast platform’s chat function. The webcast link will be published on the company’s website prior to the event.
Digital Workforce today announced the successful production deployment of an enterprise AI Agent with a leading European property and casualty insurer. The AI Agent automates key parts of personal injury claims processing and has moved from a rigorous production pilot into live operations, showing how agentic AI can be adopted safely in complex, regulated environments.
Faster, more consistent service provider optimisation, without removing human control
The AI Agent supports personal injury claims handling by optimising third-party service provider selection — guiding members to appropriate treatment options while balancing cost, quality, and customer experience:
Care pathway optimisation: Evaluates service providers based on cost, proximity, urgency, and patient satisfaction
Transparent recommendations: Presents prioritised service provider options with an explainable rationale
Human-in-the-loop oversight: Claims handlers remain the final decision-makers, using the AI Agent’s analysis to guide customer interactions
“This deployment shows how enterprise AI agents can capture and scale the nuanced reasoning of experienced claims professionals, enabling consistent, high-quality decision-making in regulated industries,” said Karli Kalpala, Head of Strategy and Agentic AI at Digital Workforce. “Rather than personal assistants or copilots, we focus on enterprise-grade digital colleagues that handle complex work across the enterprise. Real value comes from designing AI as part of the operating model — so it scales reliably, operates under clear governance, and delivers outcomes regulated businesses can trust.”
Production pilot results: factual accuracy, compliance, and user trust
The production pilot, run in late 2025 using real claims data and live operations, delivered strong outcomes. No hallucinations were observed during the pilot, and the AI Agent’s recommendations aligned with established standards, supporting consistent decision quality. The solution was well received by claims professionals as a decision-support tool that improves speed and confidence in customer-facing interactions.
Built for enterprise operations, not consumer-style AI
Unlike traditional consumer AI assistants and chatbots, the AI Agent operates as an enterprise-grade digital colleague:
Executes multi-step workflows across data sources and systems
Provides explainable, auditable reasoning behind each recommendation
Handles real-world variation and incomplete information with resilience
Integrates into existing claims infrastructure to enhance core processes
The deployment demonstrates how regulated insurers can safely move beyond experimentation and embed AI agents into core decision-making processes at scale.
For more information, please contact
Karli Kalpala, Head of Strategy and Agentic AI Business, Digital Workforce Services Plc,
karli.kalpala@digitalworkforce.com
About Digital Workforce Services Plc
Digital Workforce Services Plc (Nasdaq First North: DWF) is a leader in business automation and technology solutions. With the Digital Workforce Outsmart platform and services—including Enterprise AI agents—organizations transform knowledge work, reduce costs, accelerate digitization, grow revenue, and improve customer experience. More than 200 large customers use our services to drive the transformation of work through automation and Agentic AI. Digital Workforce has particularly strong experience in healthcare, automating care pathways across clinical and administrative workflows to reduce burden, enhance patient safety, and return time to patient care. Following the acquisition of e18 Innovation, the company has further strengthened its position in the UK healthcare pathway automation. We focus on repeatable, outcome-based use cases, and we operate with high integrity and close customer collaboration.Founded in 2015, Digital Workforce employs more than 200 automation professionals in the US, UK, Ireland, and Northern and Central Europe. Our vision: Transforming Work – Beyond Productivity.
https://digitalworkforce.com |https://agent-workforce.com
Digital Workforce Services Plc. | Inside information | 20 February 2026, at 9:45 EET
Digital Workforce Services Plc has entered into a partnership with Davies to explore collaboration opportunities involving agentic AI solutions. The partnership will focus on potential joint delivery across insurance and other regulated industries. It will combine Digital Workforce’s intelligent automation and agentic AI expertise with Davies’ consulting and technology capabilities.
The partnership is a frame agreement, enabling the parties to sign client-specific service agreements. It can potentially become a significant deployment of Agent Workforce, Digital Workforce’s AI agent product. At the same time, it represents a new opening for the company in the London-based insurance and other regulated industries market. The agreement is a frame agreement that does not include a minimum commitment. Future orders made within the framework will be communicated to the market according to the Disclosure policy of Digital Workforce. This agreement will not impact the financial outlook for 2026.
Davies is a specialist professional services and technology firm working in partnerships with leading insurance and other regulated industries. With more than 8,500 professionals across 20+ countries, Davies serves over 1,700 clients in operating their core business, managing risks, transforming and growing. More information about Davies is available on the company website https://davies-group.com/about-us/.
Jussi Vasama, CEO, at Digital Workforce:
“We are very pleased about this new partnership with Davies. We appreciate the possibility to work with top industry experts and look forward to the next steps of our collaboration.”
Contact information:
Digital Workforce Services Plc
Jussi Vasama, CEO
Tel. +358 50 380 9893
Laura Viita, CFO
Tel. +358 50 487 1044
Investor relations | Digital Workforce
Certified advisor
Aktia Alexander Corporate Finance Oy
Tel. +358 50 520 4098
Digital Workforce Services Plc: Financial Statements Bulletin January 1 – December 31, 2025 | February 18, 2026 at 8.00 EET
Financial Statements Bulletin, January 1 – December 31, 2025 (unaudited)
Unless otherwise stated, the comparison figures provided in parentheses refer to the corresponding period of the previous year.
Digital Workforce Services Plc – Continued acceleration in profitable growth: revenue increased by 21% and adjusted EBITDA was 9% in the fourth quarter
In the fourth quarter, Digital Workforce revenue grew by 21% year-over-year, supported by the acquisition of e18 Consulting Ltd as well as good performance of professional services. Continued efforts on profitability through the past year enabled the company to deliver a strong, 9% adjusted EBITDA. Strategic investments in the healthcare pathways and agentic AI solutions continued. First enterprise-grade customer deployments of AI agent solutions took place in the fourth quarter of 2025.
October – December 2025
Revenue was EUR 8.6 (7.0) million and increased by 21%.
Revenue from Professional Services was EUR 3.3 (2.5) million and increased by 34%.
Revenue from Continuous services was EUR 5.3 (4.6) million and increased by 15%. The Continuous services’ share of revenue was 61% (65%)
Gross profit was EUR 3.3 (2.4) million, 39% (33%) of revenue
Adjusted EBITDA was EUR 0.7 (0.3) million, 9% of revenue
EBITDA was EUR 0.6 (-0.1) million
Operating profit was EUR 0.2 (-0.1) million
E18 Consulting Ltd acquisition was completed on October 1, 2025.
July – December 2025
Revenue was EUR 15.1 (13.6) million and increased by 11%.
Revenue from Professional Services was EUR 5.6 (4.6) million and increased by 22%.
Revenue from Continuous services was EUR 9.5(9.0) million and increased by 6%. The Continuous services’ share of revenue was 63% (66%)
Gross profit was EUR 5.8 (4.5) million, 38% (33%) of revenue
Adjusted EBITDA was EUR 1.2 (0.5) million, 8% of revenue
EBITDA was EUR 0.9 (0.1) million
Operating profit was EUR 0.4 (0.0) million.
January-December 2025
Revenue was EUR 28.7 (27.3) million and increased by 5%.
Revenue from Professional Services was EUR 10.2 (10.0) million and increased by 2%.
Revenue from Continuous services was EUR 18.4 (17.3) million and increased by 7%. The Continuous services’ share of revenue was 64% (63%)
Gross profit was EUR 10.3 (9.6) million, 36% (35%) of revenue
Adjusted EBITDA was EUR 1.3 (1.0) million, 4% of revenue
EBITDA was EUR 0.1 (0.6) million
Operating profit was EUR -0.6 (0.3) million.
Earnings per share (EPS) was EUR -0.07 (0.05).
Other events during the period
Company announced on January 3, 2025 that it appoints Lago Kapital as liquidity provider
Company announced on January 7, 2025 the appointment of Antti Karjalainen, M.Sc. (Eng.) and M.Sc. (Econ.), as Chief Technology Officer (CTO) and a member of the Management Team
Company announced on January 14, 2025 that Mikko Lampi M.Sc. (Eng.) has been appointed as Chief Operating Officer (COO) and member of the Management Team. Mikko Lampi succeeds Tuomo Sievilä, who has decided to leave his position as Head of Customer Operations and member of the Management Team to continue his career outside Digital Workforce. The changes were effective from January 15, 2025
Company announced on February 5, 2025 a dividend policy to support the company’s profitable growth strategy. In the future, the company aims to pay a dividend of at least 30% of the profit for the financial year
Company announced on March 26, 2025 that CFO Heini Kautonen has resigned from the company to pursue a career outside the company. She will continue as CFO and member of Management Team until end of May 2025. The search for a new CFO was started immediately
Company announced on April 25, 2025 that based on the authorization given by the Annual General Meeting on 10 April 2025, the Board of Directors of Digital Workforce Services Plc has decided to start the acquisition of the company’s own shares. The maximum number of shares to be acquired is 110 000 which corresponds to approximately 1 per cent of the company’s shares. However, the amount used for acquiring shares will be at most EUR 200 000
Company announced on April 25, 2025 that it will pause the LP market guarantee signed on 3 January 2025 with Lago Kapital Oy for the period of the acquisition of treasury shares. The LP market guarantee is valid until 9 May 2025 and will be extended again after the completion of the acquisition of own shares
Company announced on May 30, 2025 the appointment of Laura Viita, M.Sc. (Econ.), as Chief Financial Officer (CFO) and a member of the Management Team, effective 1 September 2025
Company announced on July 15, 2025 that it had completed the acquisition of its own shares. Lago Kapital continued as liquidity provider after the closing of the repurchase progra
Company announced on July 18, 2025 that Antti Karjalainen, CTO has decided to leave his position in the management team, to continue as Executive advisor for the AI agent development
Company announced on July 18, 2025 that it had acquired UK-based e18 Consulting Ltd. Intended closing date of the transaction was October 1, 2025
Company announced on August 27, 2025 the decision to launch a new Stock Option Program 2025. A maximum of 300,000 stock options can be issued to beneficiaries. Each option entitles to the subscription of one company share at EUR 3.32, at the latest on December 31,2033
Company announced on October 1, 2025 that it had completed the acquisition of e18 Consulting Ltd. shares. Louise Wall, founder of the acquired company, was appointed as Managing Director, UK & Ireland Healthcare, and member of the management team
Company announced on December 22, 2025 that it will start acquisition of its own shares. A maximum of 110,000 shares can be acquired, maximum amount to be used for the acquisition is EUR 250,000. Lago Kapital was paused as liquidity provider during the repurchase program.
Outlook for 2026
Digital Workforce Group’s full-year 2026 revenue is expected to grow 15% or more from the year 2025. Adjusted EBITDA margin is expected to be 6 – 12% of revenue.
Financial targets for the strategy period (modified)
Growth: The company aims for an annualized revenue level of EUR 50 million exiting year 2026. Revenue level of approximately EUR 40 million is expected through organic growth and approximately EUR 10 million through inorganic growth. The share of strategically important continuous services is aimed to increase from the level of 2025.
Profitability: The company aims to reach an adjusted EBITDA level of over 15% by the end of 2026.
Key figures
1) Gross profit of past periods has been modified after initial publication due to incorrectly reported expense account. Difference is included in indirect expenses and EBITDA remains as initially published.
CEO Jussi Vasama:
I am very pleased and proud of our company’s achievements in 2025, especially in the second half of the year. Company’s revenue increased by 11% and adjusted EBITDA more than doubled to EUR 1.2 (0.5) million and was 8% (4%) of revenue in the second half. In the fourth quarter, revenue grew by 21% and adjusted EBITDA increased to 9% of total revenue. After company restructuring during the first quarter, we improved our performance in all key performance indicators during three consecutive quarters compared to the reference period. The execution of our profitable growth strategy accelerated in the fourth quarter, resulting in the strongest overall financial performance in the company’s history.
Healthcare business growth accelerated in all regions, supported by high demand for our services. This was supported by the successful completion of the acquisition of e18 Consulting Ltd. in the UK at the beginning of October. Our cross-border healthcare teams collaborated strongly, and the integration of operations was executed more rapidly than expected. Digital Workforce has gained several new UK National Health Service (NHS) customer wins and expanded its footprint to more than 60 NHS trusts in this market which is the largest publicly funded healthcare system of the world. Growth in healthcare was a strong driver of the professional services revenue, especially in the second half of 2025.
I am particularly happy with the progress we have made with our Care Pathway solutions for social and healthcare services. The high level of clinical expertise in our company has resulted in an increasing portfolio of service solutions for care pathways that have been sold and implemented for our customers. We see this as an opportunity to disrupt the traditional ways of working in hospital systems internationally. This is an opportunity to both radically increase the productivity of healthcare professionals and to improve patient safety and patient experience. For us, this drives the growth of our recurring continuous services revenues and improved gross profit as soon as services are scaled to care pathways with larger patient volumes. In January 2026, we secured a landmark deal with one of the largest integrated academic health systems in the world. This partnership, initially valued at USD 1.4 million, marks a significant milestone in the health system’s journey to future-proof its automation across its organization involving 80 000 employees.
One of our strategy execution cornerstones is to revolutionize the way large organizations do knowledge work. We made significant progress with expanding our continuous services business and Outsmart automation platform with agentic AI (Agent Workforce) products. Several new, transformative agentic AI solutions were deployed for production use, especially for financial services and insurance customers. Our collaboration with technology partners increased significantly, and we have made substantial strategic investment to build scalable and repeatable enterprise-grade Agentic AI products creating unique, measurable customer value to knowledge work. Our autonomous AI agents independently handle certain work roles, collaborating as a team to deliver desirable outcomes in complex end-to-end processes that are compliant with and governed by our customers’ internal practices.
Year 2025 was a significant and transformative one for the company and our people. Our company celebrated its 10th anniversary, launched a new vision and brand, and moved our headquarters to a new location in Helsinki. Our brand recognition improved substantially through a very active social media presence and AI agent academy. Our customer satisfaction remained high, and we reached the highest ever customer NPS 62 at the end of 2025.
I would like to thank our staff, our partners and our customers for their cooperation and trust in our company and our services. I strongly believe that our vision: Transforming Work – Beyond Productivity matched very well into growing customer demand in the market. We foresee that every enterprise-grade customer will transform their business operations through the use of autonomous AI agents. Revolutionary approaches are needed, and we are in a very good position to support such development. –I expect 2026 to be a positive and successful year for us.
Events after reporting period
On 26 January 2026, Digital Workforce announced changes in its business areas and management team. Going forward, the business will be managed through two global business areas: Healthcare and Enterprise & Public. Juha Nieminen was appointed as Chief Growth Officer of the Healthcare business area. Tapio Niinikoski, joining from outside the company, was appointed as Chief Growth Officer of the Enterprise and Public business area. Karri Lehtonen (Head of Sales, North America and Head of Legal) and Kristiina Åberg (Head of Marketing) will continue in their current roles but will step down from the management team. Stefan Meller who has been responsible for Europe region sales to the Enterprise & Public business customers, will take on responsibility for business area accounts and continue in the company but will step down from the management team. All changes became applicable on February 2, 2026.
Financial reporting
In 2026 Digital Workforce Services Plc will publish financial information as follows:
Business review for January-March 2026 on April 22, 2026 at 8:00 EEST
Half-Year Financial Report for January-June 2026 on July 17, 2026 at 8:00 EEST
Business review for January-September 2026 on October 21, 2026 at 8:00 EET
Financial Statements and the Annual Report for 2025 will be published at the latest in the calendar week 13/2026 via a company announcement.
The Annual General Meeting is scheduled to take place on April 16, 2026. The Board of Directors will issue a separate company announcement to invite the meeting.
This is a summary of Digital Workforce Services Plc’s Financial Statements Bulletin 2025. The complete report is attached to this release and available at the company website https://digitalworkforce.com/investors/releases/
