Magpie Literacy
Magpie Literacy is a digital tool that uses interactive games, videos, and speech recognition to teach and assess literacy skills in real time. Students work through short instruction videos and skill games that practice the building blocks of reading, from hearing sounds in words to reading short sentences, and the design moves them quickly from practicing a skill on its own to using it in connected text rather than drilling skills in isolation.
What it looks like in action
What the students do:
Students work independently on their device. They watch a direct instruction video led by a human, on-screen teacher, then move through skill games: naming letters and sounds, identifying beginning, middle, and ending sounds, blending and spelling with mouth-movement and voice models, and reading words and then short sentences. This includes isolated practice, integrated skill practice and applying in text. Students get multiple attempts at a task and practice each skill across different task types before moving into reading words and sentences that use it.
What the AI does:
The AI runs the assessment and the student's movement through the skill sequence. It marks each response right or wrong, and, when a response is wrong, it tells the student the answer is not right yet and opens another try. After a second wrong try, it shows the correct letter or mouth positions and lets the student attempt it again. The assessment screens and monitors foundational skills over time, feeding results into what the student works on next and into the teacher's reports.
What the teacher does:
Teachers facilitate students' independent skills practice. From there, they can monitor the dashboard, which reports lessons completed, skills practiced, time on tool, and assessment benchmark results, to see whether students are pacing appropriately and staying engaged. They can also connect the isolated skills students practice on Magpie to the reading, writing, and comprehension work in their core curriculum.
What the leaders do:
Leaders adopt Magpie and set the scope of where it is used, such as whole-class Tier 1 foundational instruction or intervention and enrichment blocks. They can review usage, completion, and skills data to support teachers in targeting small-group instruction.
Reach
51,987
Students
2,568
Teachers
277
Schools
31
School systems
Use
Recommended use
Three lessons completed per week, 45 minutes per week.
Actual use
TBD—pending data
Note: Lessons completed correlates with impact more than minutes, so completion, not time on tool, is the usage signal that matters.
Product dimensions
Subject
Literacy
Grade span
K–8
Curriculum alignment
Standards-only: Magpie runs its own foundational skills scope and sequence, built on the science of reading and tagged to state literacy standards. It does not read or engage a core curriculum's content, and the teacher supplies the connection between Magpie practice and the day's lesson.
Design scope
Specific instructional job
The way AI interacts with students
- The AI asks questions / presents prompts students respond to
- Right/wrong signal (most of the time)
- AI gives feedback directly to students
Teacher guidance
Offers a range of uses (no specific teacher nudges)
Social vs. solo use
Solo by default — primarily independent, small groups possible
Teacher override
Teacher cannot override—auto-scored
Product adoption
System partnership (districts or organizations buy and deploy across classrooms)
Dashboard scope
Teacher and leader dashboards available
Dosage recommendations
Provides dosage recommendations
Users' take on wins and limitations
There are clear trends in what users (i.e., teachers, students, instructional leaders) see as the wins and limitations of each product. For each trend below, we've included one illustrative quote from our user interviews.
Wins
Magpie has students speak as they work through sounds and spell words, which makes independent practice audible; a teacher can hear from across the room whether a student is on task and working the skill.
"My favorite part about Magpie is hearing kids talking back to the screen. I know they’re actually practicing because I can hear them saying the sounds as they slide the letters up to spell the word.”
— K–2 Literacy Coach
Magpie gives teachers a rotation station they do not have to build or vet themselves, so the quality of independent work does not depend on what each teacher can find or make.
“We needed a rotation that we knew was a good quality use of time, so teachers weren't pulling up [free worksheet sites], that kids weren't wasting time, that kids weren't just playing something and it wasn't a value. That's what we needed, and that's what Magpie gives us."
— Principal, PK–5
Magpie’s built-in assessment helps teachers see, across every student, specific sound patterns they have not yet mastered, including gaps that can be difficult to uncover when students must be assessed one at a time.
“Magpie’s ROAR assessment can sometimes point out some other gaps….In our screeners, you can't ask every kid every single combination sound. That assessment will take forever. Magpie asked the question [about specific sounds], and teachers were like, ‘Oh my gosh, we taught it, but the screener didn't catch this for us.’”
— Chief Academic Officer
Limitations
Magpie's lesson library runs out for students who move quickly, and when they finish there is nowhere further to go in the tool.
“The issue is that there are a limited number of lessons. Our ‘super pacers’ can finish the content and then they’re stalled because there isn’t a next place for them to go in the tool.”
— Principal, PK–5
Several users report concerns with how accurately Magpie understands their students' dialect.
It needs to be more responsive to students that have different dialects. Kids are talking into it, and it's not understanding their dialect and it's telling them they're wrong and they're getting frustrated."
— K–2 Literacy Coach
Magpie's dashboard reports what students have done, lessons completed, skills practiced, time on tool, and ROAR results. The action it is built to prompt is keeping students in the tool at the right pace, not directing teachers to specific instruction.
"It's one thing to tell teachers, ‘here are the sight words that they don't know’….I want it to be able to tell me which kids am I pulling, also what's the specific suggested tactic to shore up the skill."
— Chief Academic Officer
Our instructional take
Instructional wins
- Students get more foundational skills instruction, targeted practice reading, and decoding practice, and more personalized feedback.
- Magpie is deliberate about a knowledge progression across the texts.
- The videos, practice problems, and games reflect a sounds-first design (with lots of zoomed in videos of mouths combining letter sounds) that reflects research on how students learn to read.
- When used as a station during small-group rotation, the product optimizes for time, which allows students to get extra practice on vital foundational learning while their teacher spends time with other students on comprehension.
Instructional limitations
- Magpie focuses on decoding and fluency. It addresses strands of the reading rope but does not attend to several strands that also matter significantly for students’ reading success. (The integration with Great Minds will incorporate Magpie in a full literacy program.)
- Magpie is much easier for students to use when they are on iPads or touchscreen devices than on Chromebooks without touchscreens. Young students have to learn to drag and drop while they are also learning to read.
- Stronger integration with the school system’s existing curriculum would allow for better targeting of the skills students are working on in their core lessons.
- Magpie does not prompt specific teacher monitoring actions during use, limiting some of the beneficial dynamics that could be supported between the tech and the teaching moves.
Implementation considerations
- Magpie shares the standard school-based implementation considerations: scheduling (within the class schedule and the scope and sequence for instruction), teacher and leader training, tech set up, and expectations for use.
- Leaders need to decide how Magpie’s data will be used in grading, intervention assignments, and PLCs (if at all) and how they will ensure the right people have access to the data if Magpie use is happening in intervention blocks.
- There are a lot of tech conditions that need to go well for Magpie to work as intended (e.g., bandwidth, headphones) and this can be challenging for schools to ensure.
Evidence of Impact
Available evidence
Published
Two independent evaluations of Magpie's K–2 tool are complete:
- Mathematica conducted a quasi-experimental study of kindergarten students using Magpie, certified at ESSA Level II, moderate evidence.
- A separate Accelerate-supported quasi-experimental study of the K–2 tool with partner school systems, using DIBELS alongside Stanford's ROAR, is complete. ROAR is embedded in the platform, which makes DIBELS the arm's-length measure in that pair. Results are not yet publicly available.
- Mathematica is conducting an external evaluation, funded through Overdeck Family Foundation, testing whether classroom-level implementation improves students' literacy skills, whether impacts vary across subgroups, and what helps or hinders implementation. Overdeck also funds Magpie's scaling work. The studies are designed with at least 70% Black, Latino, and Native American students, with subgroup analyses on who is and is not learning.
Sources: Mathematica external evaluation (Overdeck Q2 2025) · Accelerate RCT (partner hub) · Founder conversation (July 2026) · AI in Action Evidence Scan (June 2026)
From the developer
From
Magpie Literacy
The following was written by the team at Magpie Literacy and has been edited for clarity and tone by Instruction Partners.
As Magpie enters its third year serving schools, we will continue to improve based on student results. Our first year included a Kindergarten Beta, and our second year included a K–2 Beta rollout. This year, Magpie Literacy has entered an exclusive partnership with Great Minds. This enables schools to experience Magpie in a coherent way alongside Great Minds’ core comprehension and reading foundations curricula.
Schools can continue to adopt Magpie as a standalone tool as well. Moving forward, Magpie is building digital experiences for students grades 3–8, which will support students from advanced phonics, morphology, fluency, and vocabulary.
Additionally, Magpie will deepen its voice recognition technology, differentiation pathways, and coherence with core curricula.
Product website: https://www.magpie.org/
Hear from the developer
Instruction Partners' CEO Emily Freitag spoke with Rebecca Kockler fromMagpie to understand what problems they're trying to solve, how the tool works, and what they're still figuring out.