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How do people earn steady money building AI tools and apps by 2027?

Research question: How are people building and selling AI-based tools, micro-apps, SaaS products, automation workflows, and AI implementation consulting, what does current evidence show about which of these produce sustainable income, and where do demand and competition stand heading into 2027?

The records show that freelance demand rose only in skill clusters complementary to or unaffected by AI, while substitutable writing and translation work fell 20–50% 13. Freelancers who explicitly integrated AI into their services earned more than non-adopters, and those who integrated generative AI saw about a 3.4% monthly income increase 1013. The one company case, BuildClub, saw net revenue fall from $119,998 in 2024 to $38,138 in 2025 during its shift to AI consulting, with only $20,000 from AI consulting and a going-concern warning 151618. Demand signals are strong, with chatbot development demand nearly tripling 8 and IDC forecasting AI-centric spending above $300 billion by 2026 31, yet Wipro's total revenue grew only 0.9% 29 and BuildClub faces intense competition from Accenture, McKinsey, and the Big Four 17. The newest fact is dated October 9, 2026, so it is current 23, but the records do not address micro-app or SaaS income, so the picture is incomplete.

Checked 2026-10-18. Only documented and supported facts are used.
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Sources

[1] documented
After ChatGPT launched, demand for freelance work rose only in skill clusters that were complementary to or unaffected by the AI tool.
"Our analysis reveals that labor demand increased after the launch of ChatGPT, but only in skill clusters that were complementary to or unaffected by the AI tool."
Winners and losers of generative AI: Early Evidence of Shifts in Freelancer Demand (2025)
[2] documented
Freelancers in highly AI-affected occupations saw both lower employment and lower earnings after generative AI was introduced.
"We find that freelancers in highly affected occupations suffer from the introduction of generative AI, experiencing reductions in both employment and earnings."
The Short-Term Effects of Generative Artificial Intelligence on Employment: Evidence from an Online Labor Market (2024)
[3] documented
Demand for substitutable freelance skills such as writing and translation fell by 20–50% relative to the counterfactual trend, with the sharpest drop in short-term (1-3 week) jobs.
"In contrast, demand for substitutable skills, such as writing and translation, decreased by 20–50% relative to the counterfactual trend, with the sharpest decline observed for short-term (1-3 week) jobs."
Winners and losers of generative AI: Early Evidence of Shifts in Freelancer Demand (2025)
[4] documented
Top-performing freelancers appear to be disproportionately affected by generative AI, according to suggestive evidence.
"In fact, we find suggestive evidence that top freelancers are disproportionately affected by AI."
The Short-Term Effects of Generative Artificial Intelligence on Employment: Evidence from an Online Labor Market (2024)
[5] documented
Within complementary areas, demand for machine learning programming grew by 24%.
"demand for machine learning programming grew by 24%"
Winners and losers of generative AI: Early Evidence of Shifts in Freelancer Demand (2025)
[6] supported
A freelancer's past performance and employment history did not protect them from the negative employment effects of generative AI.
"we do not find evidence that high-quality service, measured by their past performance and employment, moderates the adverse effects on employment."
The Short-Term Effects of Generative Artificial Intelligence on Employment: Evidence from an Online Labor Market (2024)
[7] supported
Writing-related freelance work, especially lower-value contracts, saw significant declines in demand, while AI-related services and higher-value technology contracts expanded.
"writing-related work, particularly lower-value contracts, experienced significant declines in demand, while AI-related services and higher-value technology contracts expanded"
Navigating the future workforce : the impact of generative AI on freelance occupations (null)
[8] supported
Demand for AI-powered chatbot development nearly tripled in the freelance market.
"demand for AI-powered chatbot development nearly tripled"
Winners and losers of generative AI: Early Evidence of Shifts in Freelancer Demand (2025)
[9] supported
The authors suggest generative AI may reduce overall demand for workers and change the role of human capital in organizations.
"These results suggest that generative AI may transform the role of human capital in the organization and reduce overall demand for workers."
The Short-Term Effects of Generative Artificial Intelligence on Employment: Evidence from an Online Labor Market (2024)
[10] supported
Freelancers who explicitly integrated AI into their services consistently earned more than non-adopters, according to the study's additional analysis.
"Further analysis shows that freelancers who explicitly integrate AI into their services consistently achieve higher earnings than non-adopters"
Navigating the future workforce : the impact of generative AI on freelance occupations (null)
[11] supported
Demand for novice freelance workers declined in general, suggesting a shift toward specialized expertise.
"while demand for novice workers declined in general."
Winners and losers of generative AI: Early Evidence of Shifts in Freelancer Demand (2025)
[12] documented
Similar employment and earnings declines were found when other image-based generative AI models were released.
"We find similar effects studying the release of other image-based generative AI models."
The Short-Term Effects of Generative Artificial Intelligence on Employment: Evidence from an Online Labor Market (2024)
[13] supported
Freelancers who integrated generative AI into their work saw about a 3.4% increase in monthly income.
"freelancers who integrated generative AI into their work saw approximately 3.4% increase in monthly income"
Navigating the future workforce : the impact of generative AI on freelance occupations (null)
[14] supported
Rising freelancer supply combined with falling demand in writing intensified competition, contributing to lower earnings and fewer completed jobs for writing freelancers.
"This growing mismatch between rising supply and falling demand intensifies competition, contributing to the decline in earnings and job completions for freelancers in the writing occupation."
Navigating the future workforce : the impact of generative AI on freelance occupations (null)
[15] documented
BuildClub's net revenue decreased significantly from $119,998 in 2024 to $38,138 in 2025 as it transitioned from selling digital products to an AI consulting model.
"Net revenue decreased from $119,998 in 2024 to $38,138 in 2025. This decrease reflects the wind-down of legacy digital product sales while the Company invested in building its consulting practice."
C-AR BuildClub, Inc. (CIK 0001971963) 2026-03-26
[16] documented
In 2025, the company generated only $20,000 from AI consulting engagements, with the majority of its revenue coming from residual legacy digital subscriptions and other minor sources.
"Revenue in 2025 was generated from a combination of AI consulting engagements ($20,000), residual digital subscription income from legacy Apple Store products ($16,612), Stripe-processed sales ($1,723), and net of refunds ($197)."
C-AR BuildClub, Inc. (CIK 0001971963) 2026-03-26
[17] documented
The company faces intense competition in the AI consulting market from major firms like Accenture, McKinsey, and the Big Four, as well as internal corporate IT departments and software vendors.
"We compete with large, established consulting firms (including the "Big Four" accounting firms, Accenture, McKinsey, and others), specialized AI consultancies, internal corporate IT departments, and software vendors offering turnkey AI solutions."
C-AR BuildClub, Inc. (CIK 0001971963) 2026-03-26
[18] documented
The company incurred a net loss of $938,988 for the year ended December 31, 2025, and has an accumulated deficit of $8,269,787, raising substantial doubt about its ability to continue as a going concern.
"The Company has incurred a net loss of $938,988 for the year ended December 31, 2025, and has an accumulated deficit of $8,269,787 as of December 31, 2025. These conditions raise substantial doubt about the Company’s ability to continue as a going concern in the next twelve months."
C-AR BuildClub, Inc. (CIK 0001971963) 2026-03-26
[19] documented
Hackett Group acquired LeewayHertz Technologies to expand its capabilities in designing and deploying AI agents and agentic enterprise workflows.
"Acquired LeewayHertz Technologies - A highly recognized Gen AI consulting and implementation firm focused on the design and deployment of AI agents and agentic enterprise workflows."
10-K HACKETT GROUP, INC. (HCKT) (CIK 0001057379) 2025-02-28
[20] documented
Hackett Group is forming a joint venture named ZBrain, Inc. with the LeewayHertz founder to license AI platforms and offer a Gen AI ideation through implementation software as a service.
"The JV, which will be named ZBrain, Inc., will bring together the AI XPLR and ZBrain software platforms and will focus on licensing the platforms and creating the first of its kind Gen AI ideation through implementation software as a service offering."
10-K HACKETT GROUP, INC. (HCKT) (CIK 0001057379) 2025-02-28
[21] documented
Hackett Group's Global S&BT segment revenue decreased slightly in 2024, but this was partially offset by growth in Gen AI consulting and implementation offerings driven by the AI XPLR and ZBrain platforms.
"Global S&BT total revenue decreased to $171.1 million in 2024, as compared to $171.9 million in 2023. The revenue decrease was primarily due to weakness in our eProcurement and OneStream implementation offerings. This was partially offset by growth in our Gen AI consulting and implementation offerings, driven by the capabilities of our AI XPLR platform and our recently acquired ZBrain platform and"
10-K HACKETT GROUP, INC. (HCKT) (CIK 0001057379) 2025-02-28
[22] documented
Hackett Group generates revenue from software licenses, support, maintenance, and subscriptions in addition to professional services, with revenue recognized when control of goods and services is transferred.
"The Company also generates revenue from software licenses, software support and maintenance and subscriptions to its executive and best practices advisory programs. ... Revenue is recognized when control of the goods and services provided are transferred to the Company’s customers, in an amount that reflects the consideration it expects to be entitled to in exchange for those goods and services"
10-K HACKETT GROUP, INC. (HCKT) (CIK 0001057379) 2025-02-28
[23] supported
OpenAI expects to reach or exceed $70 billion in annualized revenue by the end of 2026.
"OpenAI is expecting to reach or exceed $70 billion in annualized revenue by the end of the year, according to people familiar with the matter, driven ..."
OpenAI Expects $70 Billion in Annualized Revenue by End of 2026 - Bloomberg
[24] supported
Most surveyed freelance medical writers and editors had not used generative AI apps for their medical writing or editing work.
"and they hadn’t used generative AI apps for medical writing or editing work (58%)."
How Freelance Medical Writers and Editors Use Digital Tools: Results From the 2024 Freelance Medical Communicator Tools of the Trade Survey (2025)
[25] documented
Wipro's large deal bookings reached $1.6 billion in the quarter, growing 12.9% quarter-over-quarter, including 13 large deals in Q1.
"Large deal bookings at $1.6 Bn, grew 12.9% QoQ, including 13 large deals in Q1"
6-K WIPRO LTD (WIT) (CIK 0001123799) 2026-07-22
[26] documented
Wipro reported large deal bookings of $1,440 million in the March 2026 quarter, up 65.1% quarter-over-quarter in constant currency.
"Large deal bookings 4 was at $1,440 million, increase of 65.1% QoQ in constant currency 2 ."
6-K WIPRO LTD (WIT) (CIK 0001123799) 2026-04-17
[27] supported
McKinsey's State of AI 2025 reports that 78% of global organizations use AI in at least one business function, with marketing, sales, and product development leading adoption.
"McKinsey’s State of AI 2025 reports that 78% of global organizations use AI in at least one business function, with marketing, sales, and product development leading adoption."
10-Q Digital Brand Media & Marketing Group, Inc. (DBMM) (CIK 0001127475) 2026-07-15
[28] supported
The youngest and least experienced freelancers were the most likely to use generative AI, but also the least likely to have a business website or use accounting and time-tracking software.
"The youngest and least experienced cohorts were the least likely to have a business website and use software and apps for accounting and bookkeeping and time tracking, and the most likely to use generative AI."
How Freelance Medical Writers and Editors Use Digital Tools: Results From the 2024 Freelance Medical Communicator Tools of the Trade Survey (2025)
[29] supported
Wipro's total revenue grew only 0.9% year-over-year in constant currency, indicating weak near-term demand growth for its services business.
"Revenue increased 0.9% YoY in CC"
6-K WIPRO LTD (WIT) (CIK 0001123799) 2026-07-22
[30] documented
Wipro's IT services operating margin was 16.0% in Q1 FY27, down 1.2% year-over-year, showing pressure on profitability in IT services.
"16.0%, decrease of 1.3% QoQ and 1.2% YoY."
6-K WIPRO LTD (WIT) (CIK 0001123799) 2026-07-22
[31] supported
IDC forecasts global spending on AI-centric solutions to exceed $300 billion by 2026, growing at a CAGR above 25%.
"IDC forecasts global spending on AI-centric solutions to exceed $300 billion by 2026, growing at a CAGR above 25%."
10-Q Digital Brand Media & Marketing Group, Inc. (DBMM) (CIK 0001127475) 2026-07-15
[32] supported
Wipro's operating cash flow was 98% of its net income in the quarter, indicating high cash conversion.
"Operating cash flow at 98% of Net income"
6-K WIPRO LTD (WIT) (CIK 0001123799) 2026-07-22
[33] supported
Wipro was positioned as a Horizon 3 Market Leader in the HFS Horizons report on agentic services in 2026.
"Wipro was positioned as a Horizon 3 – Market Leader in the HFS Horizons: Agentic Services, 2026 report"
6-K WIPRO LTD (WIT) (CIK 0001123799) 2026-04-17
[34] supported
In Q1 FY2026, traditional consulting engagements still supplied baseline revenue while the higher-value, AI-enabled offering was only being introduced to the market.
"Traditional consulting engagements continued to provide baseline revenue while the Company’s higher-value, DCIE-enabled offering was introduced to the market."
10-Q Digital Brand Media & Marketing Group, Inc. (DBMM) (CIK 0001127475) 2026-07-15